{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple 1D Kernel Density Estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adapted from http://scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The PCA does an unsupervised dimensionality reduction, while the logistic regression does the prediction.\n",
    "\n",
    "We use a GridSearchCV to set the dimensionality of the PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Method definition require(Symbol) in module Base at loading.jl:345 overwritten in module Main at /Users/cedric/.julia/v0.5/Requires/src/require.jl:12.\n",
      "//anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    }
   ],
   "source": [
    "# Original Python Author: Jake Vanderplas <jakevdp@cs.washington.edu>\n",
    "\n",
    "using ScikitLearn, PyPlot\n",
    "using Distributions\n",
    "\n",
    "@sk_import neighbors: KernelDensity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[31mWARNING: the no-op `transpose` for non-numeric arrays is deprecated, and no specific `transpose` method for Ptr{PyCall.PyObject_struct} exists. Use `permutedims(x, (2, 1))` for matrices and `reshape(x, 1, length(x))` for vectors, or write a specific `transpose(x::Ptr{PyCall.PyObject_struct})` method if appropriate.\u001b[0m\n",
      " in depwarn(::String, ::Symbol) at ./deprecated.jl:64\n",
      " in transpose(::Ptr{"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsMAAAILCAYAAAANN5GbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlYVGX/P/D3GZBVBQwVHBVUJDUj1AIS9ygSs+0RjRJxQ/N50kITt3BLTTLDJ80SLRBRpJDsW2gaKSqXWClg5oN7irFYKJIgO+f3hxfn5zgsM2cGmJH367q4au5zL58zDLcfDve5jyCKoggiIiIiolZI0dIBEBERERG1FCbDRERERNRqMRkmIiIiolaLyTARERERtVpMhomIiIio1WIyTEREREStFpNhIiIiImq1TFs6AGNUUFCAAwcOwNnZGZaWli0dDhFRo0pLS3H16lX4+vrC3t5eq7ac84jIGGk67zEZluHAgQOYOHFiS4dBRKS12NhYvPHGG1q14ZxHRMassXmPybAMzs7OAO69uX379m3ZYLQUEhKCiIiIlg5DFmON3VjjBow3dmONG2i62LOysjBx4kRp/tKGMc95gPF+How1bsB4YzfWuAHjjb0p49Z03mMyLEPtnwn79u2LgQMHtnA02rGxsTG6mGsZa+zGGjdgvLEba9xA08cuZ5mDMc95gPF+How1bsB4YzfWuAHjjb054m5s3uMNdERERETUajEZJiIiIqJWi8kwEREREbVaTIZbmYCAgJYOQTZjjd1Y4waMN3ZjjRsw7tgNlbG+p8YaN2C8sRtr3IDxxm4IcTMZNmDOzs6YOnWqXvs0hA+dXMYau7HGDRhv7MYaN2DcsesD573/Tx9xT548Ge3atdOorkKhwMqVK3UeE9Dfe37kyBEoFAokJiY2Wnfy5Mno0aOHSllJSQmmT58OR0dHKBQKzJ07t8E+dI17+fLlUChaJrVqzZ9zXTEZbkbbt2+HQqFAenp6ncdHjBgBNzc36bVCoYAgCFqNsX//fqxYsUKnOImI9EHbOQ/gvKdvgiBo/H5qU7c5aRP/g4no6tWrERMTg//85z+IjY1FYGAg8vLysGLFCvz2229NEqshvofUMG6t1swa+iF58Nj58+e1/g1z37592Lx5M5YtWyYrPiIifdJmzgM477Wk0tJSmJoaXlogiqJG9bZt24aamhqVssOHD8PLywvvvfeeVHbq1CmsWLECPXr0UPtljFonXhk2YG3atIGJiYlWbTSdNJrK3bt3W3R8IjJunPdajpmZWYv9iV8fTExM0KZNG5Wyv/76C7a2tiplLf15IcNjvJ/6VuDBtXNVVVVYsWIFXF1dYWlpCXt7ewwdOhQ//fQTAGDKlCnYvHkzgHt/alQoFCr/qNy9exfz5s1D9+7dYWFhgT59+mD9+vVq45aVlWHOnDno2LEj2rdvj5dffhm5ublq68lq10ZlZWXh9ddfR4cOHTB06FAAwJkzZzBlyhT06tULlpaWcHR0xLRp03Dr1i2VsWr7uHjxIiZOnAhbW1t06tQJS5cuBQBcv34dL7/8MmxsbODo6IiPP/5YT+8uERkizntNM+/98ccf8PX1Rdu2baFUKvH++++r1anvXC9fvozJkyfDzs4Otra2mDp1KsrKylTa/vjjjxg6dCjs7OzQrl079OnTB0uWLGk0Lk3aCYKAmpoarF69Gt26dYOlpSV8fHxw+fJllXr3rxmuXWt89epVfP/999LnYvv27fDw8IAgCJg8ebJUHhMTI/Xz888/4/nnn4etrS2sra0xYsQIHD9+XC321NRUPPXUU7C0tETv3r0RGRnZ6PmSYTK8v4e0AkVFRbh586ZKmSiKqKysVCl78E+Iy5Ytw9q1azFjxgw89dRT+Oeff3Dy5Emkp6fjmWeewZtvvonc3FwkJydj586dar/9jh07FkeOHMH06dPxxBNP4MCBA5g/fz5yc3NV/nEICgpCQkICJk2aBE9PTxw5cgRjxoxRi6f2tb+/P1xdXfHBBx9IY/7444/4448/MHXqVDg4OODs2bPYsmUL/ve//yEtLU2tjwkTJqBfv34IDw9HUlISVq9ejQ4dOmDLli145pln8OGHH2Lnzp2YP38+PDw8MGTIEDlvPRG1AE3nPIDzXlPMe1VVVXj++efx9NNPY926dfjhhx+wbNkyVFdXY/ny5fW2q41z/Pjx6NmzJ9auXYv09HRs27YNnTt3xgcffAAA+N///oexY8fC3d0d77//PszNzXHp0qU6E8j7adpOFEV88MEHMDExwfz581FUVITw8HBMnDhR7X2tjblv376IjY3FO++8g27dumHevHkAgKFDh2LlypVYunQpZs6cKf0iM3jwYADAoUOH4OfnhyeffFL6ZSAqKgqjRo1CamoqnnzySQDA77//Dl9fX3Tq1AkrV65EZWUlli9fjk6dOmn6bSFDIpLWTp06JQIQT506pVW76OhoURCEBr8ef/xxqb6zs7M4ZcoU6bW7u7s4duzYBsd46623RIVCoVa+d+9eURAE8YMPPlAp9/f3F01MTMQrV66IoiiK6enpoiAI4rx581TqTZkyRVQoFOKKFSuksuXLl4uCIIgTJ05UG6+srEytbPfu3aJCoRBTU1PV+pg1a5ZUVl1dLXbr1k00MTER161bJ5Xfvn1btLKyUnlPiEgzcuctXdpqO+eJIuc9fc97kydPFhUKhfjOO++olL/wwguihYWFePPmTalMEIQ6zzU4OFil7auvvip27NhRer1hwwZRoVCIt27d0io2TdqlpKSIgiCIjz32mFhVVSWVf/LJJ6JCoRDPnj2rcq49evRQae/s7Kz2+Tl58qQoCIK4fft2tfFcXV1FPz8/lbKysjKxZ8+eoq+vr1T28ssvi1ZWVuKff/4plZ07d040NTWt87NILUPTuYvLJJqZIAj47LPPkJycrPbV2EJ+W1tbnD17FpcuXdJ63P3798PU1BSzZ89WKZ83bx5qamqwf/9+qZ4gCJg1a5ZKvdmzZ9e5zkoQBMycOVOt3NzcXPr/8vJy3Lx5E56enhBFUe3OckEQMG3aNOm1QqHAk08+CVEUVf5camNjg0cffRRXrlzR4syJqCXpMucBnPf0Ne/95z//UXn91ltvoaKiAsnJyQ22q+tchw4dips3b6K4uBgApDW533zzjVbrcbVpN3XqVJXlL0OHDoUoinr99yAzMxMXL15EQEAAbt68KX3duXMHzzzzDI4ePQoAqKmpwcGDB/HKK69AqVRK7R999FH4+vrqLR5qPkyGW8BTTz2FUaNGqX3Z2dk12G7lypW4ffs2XF1d4ebmhtDQUJw5c0ajMa9du4YuXbrA2tpapbxv377ScQDIzs6GQqFQ26vRxcWl3r4frAsAhYWFePvtt+Hg4ABLS0t07NgRPXv2hCAIKCoqUqvfvXt3ldc2NjawsLBAhw4d1MoLCwsbOFMiMjRy5zyA815tuS7znkKhQM+ePVXKXF1dIYoirl692mj7B+Os/b7VxjRhwgR4e3sjODgYnTt3RkBAAL7++utGE1xt2nXr1q3BGPTh4sWLAIBJkyahY8eO0lenTp2wbds2VFRUoKioCH///TdKS0vr/Hw8+uijeouHmg/XDBuRoUOH4vLly/j2229x8OBBfPHFF4iIiMCWLVv0vkm9NiwtLdXK/P39ceLECYSGhuKJJ55A27ZtUVNTA19fX7WtbwDUefd4fXeUa3PlgYiMG+e9e1py3mssJgsLCxw9ehSHDx9GUlISfvjhB8THx+OZZ57BwYMH691eT5t2zfG+1H6P1q9fjyeeeKLOOm3btlW7eZCMH68MGxlbW1sEBQVh586duH79Otzc3FRugKhv0nFyckJubi5KSkpUyrOysgDcu4O7tl5NTQ3++OMPlXq1vzFr4vbt2zh06BAWLVqEpUuX4qWXXsIzzzxT55UUIqLGcN7TTU1NjdpygvPnzwP4/++BPowcORIfffQRfv/9d6xevRqHDh3C4cOHm6ydXPV9Xnr16gUAaNeuXZ1/yRg1ahRMTEzQsWNHWFpa1vn5OHfuXJPFTU2HybAReXB7HisrK7i4uKC8vFwqq/1z4D///KNS18/PD1VVVdi0aZNKeUREBBQKBZ5//nkAgK+vL0RRlLYqqrVx40aNn6pT+xv8g1dCIiIi+GQeItIK5z39ePA92LRpE8zMzPDMM8/o3HddSxWeeOIJiKKo8n3SVztd1X5ebt++rVI+aNAg9OrVCx999JHaL1AAUFBQAODeshNfX1/s3bsXf/75p3Q8KysLBw8ebLK4qekY5DKJiooKhIWFITY2FoWFhXBzc8OqVavg4+PTYLtjx47ho48+QkZGBv7++2/Y2trC3d0dYWFh0rYp9zt+/DhCQ0ORkZGB9u3bY/z48VizZo3a+jJ90uVPOv369cOIESMwaNAgdOjQAb/++isSEhIwZ84cqc6gQYMgiiJmz54NX19fmJiYYMKECRg7dixGjhyJJUuW4I8//pC2GPruu+8QEhIiXb0YOHAg/vWvf2HDhg0oKCiAl5cXjhw5Iv0GrMmk3q5dOwwbNgwffvghKioqoFQqcfDgQVy9epVLHIhaGV1/5jnv1W3EiBE4evRoncsvHmRubo4ffvgBkydPhqenJ/bt24f9+/djyZIleOSRR3SOZeXKlTh69CjGjBkDJycn3LhxA5999hm6d+/e4HZwctvpqlevXrC1tcXnn3+Otm3bwtraGp6ennB2dsa2bdvg5+eHxx57DFOmTIFSqUROTg4OHz4MGxsbfPvttwCAFStW4IcffsCQIUPw73//G5WVldi0aRP69+/fJI95pqZlkMlwUFAQEhMTERISAhcXF0RHR8PPzw8pKSl1JrW1Lly4ABMTE8yaNQsODg4oLCxEbGwshg0bhn379uG5556T6mZmZsLHxwf9+vVDREQE/vzzT6xbtw6XLl1CUlJSk51bY5Pq/ccffMb522+/jf/7v//Djz/+iPLycjg5OWHNmjV49913pTqvvvoq5syZg927d0t7bk6YMAGCIOC7777D0qVLER8fj+joaDg7O+Ojjz5CSEiISgw7duyAo6Mj4uLi8M033+CZZ57B7t278eijj8LCwkKj84yLi8Ps2bOxefNmiKIIX19f7N+/H126dNHqOfPalBOR4dFmzqt9zXmv8fKSkhJ06dJFoz7btGmDH374AW+++SZCQ0PRrl07LF++HGFhYWpjyJlfX3zxRVy7dg1RUVEoKCiAvb09RowYgeXLl6Ndu3b1tnvppZc0aqfNvwWNfZ4AwNTUFDExMVi0aBFmzZqFqqoqREVFwdnZGcOHD0daWhref/99fPrppyguLoaDgwM8PT1VdtV4/PHHcfDgQcydOxfLli1D165dsXLlSuTm5jIZNkZ628xNT37++WdREATx448/lsrKyspEFxcX0dvbW+v+7t69Kzo4OIijR49WKR89erSoVCrF4uJiqWzbtm2iQqEQf/zxxwb71GW/TmOVkZEhCoIg7tq1q6VDISIZWmKfYWNnqPPenTt3xDZt2oifffZZS4dCZNCMdp/hhIQEmJqaIjg4WCozNzfHtGnTkJaWhpycHK36q93e5v61QXfu3EFycjICAwNVlkRMmjQJ1tbW+Oqrr3Q/ESNW152yGzZsgImJCYYNG9YCERERNS1jmveOHj2Krl27Yvr06S0dCtFDweCWSWRmZsLV1RVt27ZVKffw8JCO37/JdV3u3LmDiooKFBQUYPv27Th79qzKs87PnDmDqqoqDBo0SKVdmzZt4O7ujoyMDD2djXH68MMPcerUKYwcORKmpqbYt28fDhw4gJkzZzb63hMRGSNjmvf8/Pz48CEiPTK4ZDgvLw+Ojo5q5Y6OjhBFEbm5uY32MX78eBw4cAAAYGZmhpkzZ+K9995TGUMQhHrHSU1N1eEMjN/gwYORnJyMVatWobi4GN27d8eKFSuwePHilg6NiKhJcN4jar0MLhkuLS1VeaRlrdobGEpLSxvtIzw8HO+++y6uX7+O7du3o6KiApWVlTAzM1Ppo75xNBnjYebj49Pozh1ERA8Tznt0v+zsbGkrNUNjb2+v9lRA0o3BJcOWlpZ17i9Yu56rrqf+POj+592/8cYbGDhwIKZMmSKtBa7to75xNBkDAEJCQmBjY6NSFhAQgICAAI3aExE1hbi4OMTFxamU1fU4YG1xzqPWIDs7G3369EVp6d2WDqVOlpZWOHcuiwnxA3SZ9wwuGXZ0dKxzKUReXh4AaLyVTK02bdrgxRdfRHh4OMrLy2Fubi4tuajt88FxNB0jIiICAwcO1CoeIqKmVleCmp6ernafhLY451FrUFBQgNLSu5g9OxZKZd+WDkdFTk4WNm6ciIKCAibDD9Bl3jO4ZNjd3R0pKSkoLi5WuYnuxIkTEAQB7u7uWvd59+5diKKIO3fuwNzcHP3794epqSlOnjyJcePGSfUqKyuRmZmJCRMm6OVciIiIyDgplX3Rsyd/+WsNDG5rtXHjxqGqqgqRkZFSWUVFBaKjo+Hl5SXd1Zufn4/z58+jurpaqvf333+r9Xf79m3s2bMH3bt3h729PQCgffv28PHxQWxsrMojF2NiYlBSUoLx48c31ekRERERkQExuCvDHh4e8Pf3x6JFi3Djxg3pCXS1T6mptXDhQsTExODq1avSnwpGjx6Nrl27wtPTE506dcK1a9cQHR2NvLw8tb2DV69eDW9vbwwbNgwzZszA9evX8fHHH8PX1xfPPvtss54zEREREbUMg0uGgXuPxQwLC0NsbCwKCwvh5uaGpKQkeHt7S3UEQYBCoXphe9q0adi9ezc2bNiA27dvw87ODk8//TTmz5+v9hjnAQMGIDk5GQsWLMDcuXPRrl07BAcHY82aNc1yjkRERETU8gwyGTYzM0N4eDjCw8PrrRMVFaVypRgAZs2ahVmzZmk8zuDBg3Hs2DHZcRIRERGRcTO4NcNERERERM2FyTARERERtVpMhomIiIio1WIyTEREREStFpNhIiIiImq1ZCXDs2bNwvHjx/UdCxERERFRs5KVDO/atQtDhw5Fr169sGzZMly8eFHfcRERERERNTlZyfBff/2F3bt3o3///li7di369OkDT09PfPrppygoKNB3jERERERETUJWMmxubg5/f398++23yM/Px+bNm2Fubo45c+ZAqVTihRdewFdffYWysjJ9x0tEREREpDc630BnZ2eHmTNn4ujRo/jjjz/w8ssvY9++fQgICICDgwOmT5+O3377TR+xEhERERHplV52k7h+/TrWrl2LMWPG4Ouvv8YjjzyCWbNmYerUqfi///s/DBw4EJ999pk+hiIiIiIi0hvZyfDt27cRGRmJ4cOHo0ePHli+fDlcXV2RmJiI3NxcbNq0CR9//DGuX7+OF198EStXrtRn3EREREREOjOV0+iVV17B/v37UVFRAU9PT2zcuBGvvfYa7Ozs1Oqam5tj3Lhx2Lt3r87BEhERERHpk6xkOCMjA/Pnz8ekSZPQu3fvRus/++yzOHz4sJyhiIiIiIiajKxk+OrVq1rV79ixI4YPHy5nKCIiIiKiJiNrzbCJiQni4uLqPR4fHw8TExPZQRERERERNQdZybAoihBFsd7j1dXVEARBdlBERERERM1B9m4S9SW7//zzDw4cOAB7e3vZQRERERERNQeNk+EVK1bAxMQEJiYmEAQBEydOlF7f/2VnZ4cdO3bgtddea8q4iYiIiIh0pvENdB4eHvj3v/8NURSxefNmPPvss3B1dVWpIwgCrK2tMWjQILz66quyg6qoqEBYWBhiY2NRWFgINzc3rFq1Cj4+Pg22O3ToEHbu3InU1FT8+eefcHBwwKhRo/D+++/DwcFBpe6IESNw9OhRtT6ef/557Nu3T3bsRERERGQ8NE6GR48ejdGjRwMASkpK8Oabb8LT07NJggoKCkJiYiJCQkLg4uKC6Oho+Pn5ISUlBYMHD6633YIFC1BYWAh/f3/07t0bV65cwcaNG5GUlITMzEx06tRJqisIArp164a1a9eqrH/u0qVLk5wTERERERkeWVurRUVF6TsOyS+//IL4+HisX78eISEhAIDAwED0798foaGhSE1NrbdtREQEhgwZolLm6+uL4cOHY9OmTWpPwbOxsUFAQID+T4KIiIiIjIJGyXBMTAyAe0mpIAjS68ZMmjRJ64ASEhJgamqK4OBgqczc3BzTpk3DkiVLkJOTA6VSWWfbBxNhABg6dCg6dOiArKysOttUV1ejrKwM1tbWWsdKRERERMZNo2R48uTJEAQBr732GszMzDB58uRG2wiCICsZzszMhKurK9q2batS7uHhIR2vLxmuS0lJCYqLi+vc3eLChQuwtrZGRUUFOnfujODgYCxduhSmprIumBMRERGRkdEo6/vjjz8AAGZmZiqvm0JeXh4cHR3Vyh0dHSGKInJzc7XqLyIiApWVlWq7W7i4uGDUqFF4/PHHUVJSgoSEBKxatQoXL15s8IEiRERERPTw0CgZdnJyavC1PpWWlsLc3Fyt3MLCQjquqaNHj2LlypWYMGGC2uOgt27dqvL6jTfewMyZM7Ft2zaEhIRIV6KJiIiI6OGlt/UAoiji8OHDKC8vx5AhQ9CuXTtZ/VhaWqK8vFytvKysTDquiXPnzuHVV1+Fm5ubWuJbn3nz5mHr1q1ITk7WKBkOCQmBjY2NSllAQABvyiOiFhUXF6f2F66ioiKd++WcR0SGSpd5T1YyvGTJEhw/fhyHDx8GcC8Rfu6553Do0CGIooju3bvjp59+Qq9evbTu29HRsc6lEHl5eQA02/rs+vXreO6552BnZ4ekpCSNb47r1q0bAODWrVsa1Y+IiMDAgQM1qktE1FzqSlDT09MxaNAgnfrlnEdEhkqXeU/W45j37NmjcuU0ISEBP/30E1atWoXvv/8e1dXVWL58uZyu4e7ujgsXLqC4uFil/MSJExAEAe7u7g22v3XrFp577jlUVVXhwIED6Ny5s8ZjX758GQDQsWNH7QMnIiIiIqMjKxnOycmBi4uL9DoxMRH9+vXDokWL4Ofnh1mzZiElJUVWQOPGjUNVVRUiIyOlsoqKCkRHR8PLy0vaSSI/Px/nz59HdXW1VO/u3bsYPXo08vLysG/fPvTs2bPOMe7cuYOKigq18lWrVkEQBPj6+sqKnYiIiIiMi6xlEqamptK6XlEU8dNPP6lso9a5c2cUFBTICsjDwwP+/v5YtGgRbty4IT2B7tq1ayoP+1i4cCFiYmJw9epVdO/eHQDw+uuv49dff8W0adNw9uxZnD17Vqrftm1bvPTSSwDuXTavvZzu4uKC0tJSJCYmIi0tDTNnzmz06jMRERERPRxkJcP9+/dHbGws3njjDXzzzTe4efMmxowZIx2/du1anfv6amrHjh0ICwtDbGwsCgsL4ebmhqSkJHh7e0t1BEGAQqF6Yfv06dMQBAFffvklvvzyS5VjTk5OUjLs5OSEYcOGYe/evcjPz4dCoUDfvn2xZcsWTJ8+XXbcRERERGRcZCXDS5cuxdixY6WE19vbGyNHjpSOJyUl4amnnpIdlJmZGcLDwxEeHl5vnaioKLXHQmu6/7GzszN2794tOz4iIiIiejjISoafffZZpKen48cff4StrS0mTJggHSssLMSwYcPw4osv6i1IIiIiIqKmIHuf4X79+qFfv35q5XZ2doiIiNApKCIiIiKi5qDzQzeKi4tRWFgIURTVjtXe2EZEREREZIhkJcNlZWVYsWIFvvjiC9y8ebPeevdve0ZEREREZGhkJcP//ve/sX37drz88ssYOnQo7Ozs9B0XEREREVGTk5UMJyYmYvr06diyZYu+4yEiIiIiajaynkAnCAKfT09ERERERk9WMvzSSy8hOTlZ37EQERERETUrWclwWFgYrly5ghkzZuDUqVP4+++/cevWLbUvIiIiIiJDJmvNcO/evQEAGRkZ+OKLL+qtx90kiIiIiMiQyX4csyAI+o6FiIiIiKhZyUqGly9frucwiIiIiIian6w1ww8qKirikggiIiIiMjqyk+GTJ0/i+eefh5WVFR555BEcOXIEAFBQUICXXnoJKSkp+oqRiIiIiKhJyEqGjx8/jiFDhuDixYuYOHEiampqpGP29vYoKiriAzmIiIiIyODJSoYXL16Mvn374n//+x/WrFmjdnzkyJH4+eefdQ6OiIiIiKgpyUqGf/31V0yZMgXm5uZ17iqhVCqRn5+vc3BERERERE1JVjLcpk0blaURD8rJyUHbtm1lB0VERERE1Bxkba3m5eWFhIQEvPPOO2rHSkpKEBUVheHDh8sOqqKiAmFhYYiNjUVhYSHc3NywatUq+Pj4NNju0KFD2LlzJ1JTU/Hnn3/CwcEBo0aNwvvvvw8HBwe1+sePH0doaCgyMjLQvn17jB8/HmvWrIG1tbXs2IlIM9nZ2SgoKGjpMOpkb2+P7t27t3QYRETUDGQlwytWrMDw4cMxZswYBAQEAABOnz6NK1eu4KOPPsLff/+NsLAw2UEFBQUhMTERISEhcHFxQXR0NPz8/JCSkoLBgwfX227BggUoLCyEv78/evfujStXrmDjxo1ISkpCZmYmOnXqJNXNzMyEj48P+vXrh4iICPz5559Yt24dLl26hKSkJNmxE1HjsrOz0adPX5SW3m3pUOpkaWmFc+eymBATEbUCspJhT09P7Nu3D7NmzcKkSZMAAPPmzQMA9OrVC/v27YObm5usgH755RfEx8dj/fr1CAkJAQAEBgaif//+CA0NRWpqar1tIyIiMGTIEJUyX19fDB8+HJs2bcLKlSul8sWLF6NDhw44cuSIdCXYyckJM2bMQHJycqNXoYlIvoKCApSW3sXs2bFQKvu2dDgqcnKysHHjRBQUFDAZJiJqBWQlwwAwatQonD9/HhkZGbh06RJqamrQq1cvDBo0SKdHNSckJMDU1BTBwcFSmbm5OaZNm4YlS5YgJycHSqWyzrYPJsIAMHToUHTo0AFZWVlS2Z07d5CcnIx58+apLImYNGkSQkJC8NVXXzEZJmoGSmVf9Ow5sKXDICKiVkx2MlxrwIABGDBggD5iAXBv+YKrq6vaDXgeHh7S8fqS4boRVvIcAAAgAElEQVSUlJSguLgY9vb2UtmZM2dQVVWFQYMGqdRt06YN3N3dkZGRocMZEBEREZGxkJUM//TTTzh48CAuX76MO3fuoF27dnBxcYGvry9GjhypU0B5eXlwdHRUK3d0dIQoisjNzdWqv4iICFRWVuK1115TGUMQhHrHaWgpBhERERE9PLRKhnNycuDv74+ff/4ZoiiqHV+3bh0GDx6Mr776qs5EUxOlpaUwNzdXK7ewsJCOa+ro0aNYuXIlJkyYoLK7RW0f9Y2jzRhEREREZLw03me4oqICY8aMwS+//ILg4GAcO3YMhYWFqKysRGFhIY4dO4bp06cjLS0NL7zwAiorK2UFZGlpifLycrXysrIy6bgmzp07h1dffRVubm7YunWr2hgA6h1H0zGIiIiIyLhpfGV4165d+O2337Bz505pO7VaNjY28Pb2hre3N4YPH46JEyciLi5O2mlCG46OjnUuhcjLywMAdOnSpdE+rl+/jueeew52dnZISkpS2ze4dslFbZ8PjqPJGAAQEhICGxsblbKAgAC194eIqDnFxcUhLi5OpayoqEjnfjnnEZGh0mXe0zgZTkxMhLe3d6OT3uuvv47PPvsMe/bskZUMu7u7IyUlBcXFxSo30Z04cQKCIMDd3b3B9rdu3cJzzz2HqqoqpKSkoHPnzmp1+vfvD1NTU5w8eRLjxo2TyisrK5GZmYkJEyZoFGtERAQGDuSd8ERkWOpKUNPT09VuGtYW5zwiMlS6zHsaL5M4ffo0fH19Narr6+uLzMxMTbtWMW7cOFRVVSEyMlIqq6ioQHR0NLy8vKSdJPLz83H+/HlUV1dL9e7evYvRo0cjLy8P+/btQ8+ePesco3379vDx8UFsbCxKSkqk8piYGJSUlGD8+PGyYiciIiIi46LxleGCggKNtzRTKpWyH7Pq4eEBf39/LFq0CDdu3JCeQHft2jVERUVJ9RYuXIiYmBhcvXpV2hj/9ddfx6+//opp06bh7NmzOHv2rFS/bdu2eOmll6TXq1evhre3N4YNG4YZM2bg+vXr+Pjjj+Hr64tnn31WVuxEREREZFw0Tobr2+WhLmZmZtINb3Ls2LEDYWFhiI2NRWFhIdzc3JCUlARvb2+pjiAIUChUL2yfPn0agiDgyy+/xJdffqlyzMnJSSUZHjBgAJKTk7FgwQLMnTsX7dq1Q3BwMNasWSM7biIiIiIyLlptrVZSUoJbt241Wq+4uFh2QMC9ZDo8PBzh4eH11omKilK5UgwAf/zxh1bjDB48GMeOHZMVIxEREREZP62S4TfffBNvvvlmo/VEUdTpkcxERERERM1B42R42bJlTRkHEREREVGzYzJMRERERK2WxlurERERERE9bJgMExEREVGrxWSYiIiIiFotrXaTICIiInXZ2dmyHzbV1Ozt7aWHUxGROibDREREOsjOzkafPn1RWnq3pUOpk6WlFc6dy2JCTFQPJsNEREQ6KCgoQGnpXcyeHQulsm9Lh6MiJycLGzdOREFBAZNhonpolAxnZ2fL6pw/eERE1FoolX3Rs+fAlg6DiLSkUTLs7Ows64ly1dXVWrchIiIiImouGiXDX375pUoyXFNTg//+97+4du0a3njjDTz66KMAgHPnzmHXrl1wdnbGnDlzmiZiIiIiIiI90SgZnjx5ssrr1atXo6ysDJcuXcIjjzyicmz58uUYMmQI8vPz9RYkEREREVFTkLXP8Oeff44ZM2aoJcIA0LFjRwQHB+Ozzz7TOTgiIiIioqYkKxm+efMm7t6tfwuZu3fv4ubNm7KDIiIiIiJqDrKSYS8vL2zYsAGnTp1SO3by5En897//haenp87BERERERE1JVn7DG/atAkjRoyAh4cHvLy80Lt3bwDAxYsXceLECXTo0AEbN27Ua6BERERERPom68pwv379cObMGcyZMwc3b95EfHw84uPjcfPmTbz99ts4c+YMHnvsMX3HSkRERESkV7KfQNe5c2dEREQgIiJCn/EQERERETUbWVeG75eXl4fTp0+jpKREH/EAACoqKrBgwQIolUpYWVnBy8sLycnJjbbLz8/HwoULMWrUKLRv3x4KhQJHjx6ts+6IESOgUCjUvvz8/PR2HkRERERk2GQnw99++y369OmDrl27YuDAgfj5558B3HtG+4ABA7B3717ZQQUFBWHDhg0IDAzEJ598AlNTU/j5+eH48eMNtjt//jzWrVuH3NxcuLm5NfjUPEEQ0K1bN+zcuROxsbHSV2hoqOy4iYiIiMi4yFom8d133+HVV1/F008/jddffx3Lly+Xjtnb20OpVCIqKgovv/yy1n3/8ssviI+Px/r16xESEgIACAwMRP/+/REaGorU1NR62z755JO4efMmbG1tsWfPHqSlpTU4lo2NDQICArSOkYiIiIgeDrKuDK9cuRLDhg1Damoq/vOf/6gdf/rpp5GRkSEroISEBJiamiI4OFgqMzc3x7Rp05CWloacnJx621pbW8PW1lar8aqrq/W6xIOIiIiIjIesZPj333/H+PHj6z3euXNn/PXXX7ICyszMhKurK9q2batS7uHhIR3XlwsXLsDa2hrt2rWDo6Mjli5diqqqKr31T0RERESGTdYyCSsrqwavpl65cqXORzVrIi8vD46Ojmrljo6OEEURubm5svp9kIuLC0aNGoXHH38cJSUlSEhIwKpVq3Dx4kXExcXpZQwiIiIiMmyykuGRI0di+/bteOedd9SO5efnY+vWrXjhhRdkBVRaWgpzc3O1cgsLC+m4PmzdulXl9RtvvIGZM2di27ZtCAkJka5EExEREdHDS1YyvHr1anh5eeGpp56Cv78/BEHAgQMHcOjQIWzZsgWiKGLZsmWyArK0tER5eblaeVlZmXS8qcybNw9bt25FcnKyRslwSEgIbGxsVMoCAgJ4Ux4Rtai4uDi1v3AVFRXp3C/nPCIyVLrMe7KS4UcffRSpqal4++23ERYWBlEUsW7dOgD39u/99NNP4ezsLKdrODo61rkUIi8vDwDQpUsXWf1qolu3bgCAW7duaVQ/IiICAwcObLJ4iIjkqCtBTU9Px6BBg3Tql3MeERkqXeY92U+ge+yxx5CcnIzCwkJcunQJNTU16NmzJzp27Ci3SwCAu7s7UlJSUFxcrHIT3YkTJyAIAtzd3XXqvyGXL18GAJ3PgYiIiIiMg6zdJLKzs6Wrp3Z2dnjqqafg6ekpJZGlpaXIzs6WFdC4ceNQVVWFyMhIqayiogLR0dHw8vKCUqkEcG9t8vnz51FdXa31GHfu3EFFRYVa+apVqyAIAnx9fWXFTkRERETGRdaVYWdnZ1hbW2PLli14/fXX1Y4nJiZi0qRJshJVDw8P+Pv7Y9GiRbhx4wZcXFwQHR2Na9euISoqSqq3cOFCxMTE4OrVq+jevbtUXpvQnj17FqIoIiYmBseOHQMALFmyBMC9y+a1l9NdXFxQWlqKxMREpKWlYebMmU169ZmIiIiIDIfsZRL29vYIDAzEr7/+ivXr10OhkP1kZzU7duxAWFgYYmNjUVhYCDc3NyQlJcHb21uqIwhCnWMuXbpUegyzIAhSAi0IgpQMOzk5YdiwYdi7dy/y8/OhUCjQt29fbNmyBdOnT9fbeRARERGRYZOdDK9evRo5OTlYvHgxTp8+jfj4eL2ttTUzM0N4eDjCw8PrrRMVFaVypbhWTU1No/07Oztj9+7dOsVIRERERMZPp8u58+fPx8GDB3H27Fk89dRTOHXqlL7iIiIiIiJqcjqvbRg5ciROnToFBwcHDB06FNHR0XoIi4iIiIio6cleJnG/rl274tixY5g9ezamTp2Kxx57TB/dEhERERE1Kb3d9damTRt8/vnn+OKLL3Dp0iV9dUtERERE1GRkXRlu6Ca1KVOm4MUXX0RxcbHsoIiIiIiImoNelkk86JFHHsEjjzzSFF0TEREREemNRsnw1KlTIQgCIiMjYWJigqlTpzbaRhAEfPHFFzoHSERERETUVDRKhg8dOgSFQoGamhqYmJjg0KFD0oMt6tPYcSIiIiKilqZRMnz16tUGXxMRERERGSP9PUOZiIiIiMjIMBkmIiIiolZLo2USCoVC6zXAgiCgqqpKVlBERERERM1Bo2R46dKlvCGOyAhlZ2ejoKCgpcNQk5WV1dIhEBERAdAwGV6+fHkTh0FE+padnY0+ffqitPRuS4dCRERksJrkoRtE1PIKCgpQWnoXs2fHQqns29LhqMjI2If4+LCWDoOIiEi3ZPjPP/9ERkYGioqK6nxE86RJk3Tpnoj0QKnsi549B7Z0GCpycrhMgoiIDIOsZLisrAxBQUHYs2cPampqIAgCRFEEoPqwDSbDRERERGTIZG2ttnjxYiQmJmL16tVISUmBKIrYvn07Dh48iNGjR+OJJ57A6dOn9R0rEREREZFeyUqGExISMGXKFCxYsACPPfYYAECpVMLHxwfff/89bG1t8emnn8oOqqKiAgsWLIBSqYSVlRW8vLyQnJzcaLv8/HwsXLgQo0aNQvv27aFQKHD06NF66x8/fhxDhgyBtbU1HB0d8fbbb6OkpER23ERERERkXGQlw3/99Rc8PDwAAJaWlgCgkkT+61//QmJiouyggoKCsGHDBgQGBuKTTz6Bqakp/Pz8cPz48QbbnT9/HuvWrUNubi7c3Nwa3A4uMzMTPj4+KCsrQ0REBIKDgxEZGYnx48fLjpuIiIiIjIusNcOdO3fGzZs3AQBWVlaws7PD+fPnMXbsWADAP//8g7KyMlkB/fLLL4iPj8f69esREhICAAgMDET//v0RGhqK1NTUets++eSTuHnzJmxtbbFnzx6kpaXVW3fx4sXo0KEDjhw5AmtrawCAk5MTZsyYgeTkZPj4+MiKn4iIiIiMh6wrw56enipJ6dixY7Fu3Trs3LkTO3bsQEREBLy8vGQFlJCQAFNTUwQHB0tl5ubmmDZtGtLS0pCTk1NvW2tra9ja2jY6xp07d5CcnIzAwEApEQbu3fBnbW2Nr776SlbsRERERGRcZCXDc+bMQc+ePVFeXg4AeP/992Fra4vAwEAEBQXBxsYGn3zyiayAMjMz4erqirZt26qU1y7LyMzMlNXv/c6cOYOqqioMGjRIpbxNmzZwd3dHRkaGzmMQERERkeGTtUxiyJAhGDJkiPS6W7duyMrKwpkzZ2BiYoI+ffrA1FTeFsZ5eXlwdHRUK3d0dIQoisjNzZXV74NjCIJQ7zgNLcUgIiIiooeH3p5Ap1Ao8MQTT+jcT2lpKczNzdXKLSwspOP6GANAvePoYwwiIiIiMnw6JcPZ2dm4cuUKCgsLpYdu3O/VV1/Vuk9LS0tp+cX9am/Iq929Qhe1fdQ3jj7GICIiIiLDJysZzs7OxtSpU3H48GEAqDMRFgQB1dXVWvft6OhY51KIvLw8AECXLl207rOuMURRlPp8cBxNxwgJCYGNjY1KWUBAAAICAnSOkYhIrri4OMTFxamUFRUV6dwv5zwiMlS6zHuykuGgoCCkpaVh4cKF8PT0VJscdeHu7o6UlBQUFxer3ER34sQJCIIAd3d3ncfo378/TE1NcfLkSYwbN04qr6ysRGZmJiZMmKBRPxERERg4cKDO8RAR6VNdCWp6erraTcPa4pxHRIZKl3lPVjJ84sQJLFiwACtWrJDTvEHjxo3DRx99hMjISMydOxfAvSfSRUdHw8vLC0qlEsC9p80VFRXBxcUFJiYmWo3Rvn17+Pj4IDY2FmFhYdL2ajExMSgpKeGDN4iIiIhaCVnJcNeuXWFnZ6fvWADc20LN398fixYtwo0bN+Di4oLo6Ghcu3YNUVFRUr2FCxciJiYGV69eRffu3aXyVatWQRAEnD17FqIoIiYmBseOHQMALFmyRKq3evVqeHt7Y9iwYZgxYwauX7+Ojz/+GL6+vnj22Web5NyIiIiIyLDISobfffddbNq0CTNmzICVlZW+Y8KOHTsQFhaG2NhYFBYWws3NDUlJSfD29pbqCIIAhUJ9m+SlS5dKj2EWBEFKoAVBUEmGBwwYgOTkZCxYsABz585Fu3btEBwcjDVr1uj9fIiIiIjIMMlKhmfOnInq6mr07t0b48aNQ9euXdWWKgiCID1OWVtmZmYIDw9HeHh4vXWioqJUrhTXqqmp0XicwYMHS1eN6Z7s7GwUFBS0dBh1Ki8vr3M7vJZmb2+v8tcJIiIiMh6ykuHff/8dH374IfLy8rBx48Y66+iSDFPLyM7ORp8+fVFaerelQ6mTQmGCmhrtdyhpapaWVjh3LosJMRERkRGSlQzPmDEDRUVF2LJli953k6CWU1BQgNLSu5g9OxZKZd+WDkdFRsY+xMeHGVxsOTlZ2LhxIgoKCpgMExERGSFZyXBmZiZWrFiB4OBgfcdDBkCp7IuePQ1r+6ScnCwAhhkbERERGS/1O9A00KNHD33HQURERETU7GQlwytWrMCnn36K69ev6zseIiIiIqJmI2uZxNGjR2Fra4tHH30UPj4+6NatW527Sfz3v//VS5BERERERE1BVjK8adMm6f+///77OuswGSYiIiIiQycrGdZmL18iIiIiIkOl9ZrhsrIyfPLJJzh69GhTxENERERE1Gy0ToYtLCywYMECnD9/viniISIiIiJqNrJ2k+jfvz+uXr2q51CIiIiIiJqXrGR49erV2LJlC5KTk/UdDxERERFRs5G9m0SHDh3g6+uLHj16oEePHrC0tFSpIwgCvv32W70ESURERETUFGQlw7/99hsEQUD37t1RXV2NS5cuqdURBEHn4IiIiIiImpKsZJjrhYmIiIjoYSBrzTARERER0cNA1pXhWkeOHEFSUhKuXbsGAHBycsKYMWMwfPhwvQRHRERERNSUZCXDFRUVCAgIwN69eyGKImxtbQEAt2/fxvr16/HKK68gLi4Obdq00WuwRERERET6JGuZxIoVK/DNN99g3rx5yMvLw61bt3Dr1i3k5+fj3XffRWJiIlauXKnvWImIiIiI9ErWleFdu3YhKCgIH374oUp5p06dEB4ejhs3bmDHjh14//33ZQVVUVGBsLAwxMbGorCwEG5ubli1ahV8fHwabVtUVIT58+dj7969uHv3Ljw8PLB+/XoMGDBApd6IESPqfKT0888/j3379smKm1qvrKyslg5BjSHGRERUKzs7GwUFBS0dhhpjmDsNNUZ7e3t07969pcPQmqxkOC8vD56envUe9/T0xO7du2UHFRQUhMTERISEhMDFxQXR0dHw8/NDSkoKBg8eXG87URTh5+eHM2fOIDQ0FI888gg2b96MESNGID09Hb169ZLqCoKAbt26Ye3atRBFUSrv0qWL7Lip9bl9Ow+CoMDEiRNbOhQiIqORnZ2NPn36orT0bkuHYlQM/d8cS0srnDuXZXQJsaxkuGvXrkhJScGbb75Z5/EjR46ga9eusgL65ZdfEB8fj/Xr1yMkJAQAEBgYiP79+yM0NBSpqan1tv3666+RlpaGPXv24JVXXgEA+Pv7w9XVFcuWLUNsbKxKfRsbGwQEBMiKkwgASkpuQxRrMHt2LJTKvi0djoqMjH2Ijw9r6TCIiNQUFBSgtPQu504tGfK/OTk5Wdi4cSIKCgpaRzIcFBSEZcuWwdbWVrp6KwgCLl68iA0bNuDrr7/GihUrZAWUkJAAU1NTBAcHS2Xm5uaYNm0alixZgpycHCiVyjrb7tmzBw4ODlIiDNy7ZD9+/Hjs3LkTlZWVajf1VVdXo6ysDNbW1rLiJQIApbIvevYc2NJhqMjJMcw/oxER1eLcKY8hvm/GTNYNdIsXL8akSZMQGRmJfv36wcLCAubm5ujXrx+2bNmCSZMmYfHixbICyszMhKurK9q2batS7uHhIR2vT0ZGBgYOVP9weHh44O7du7hw4YJK+YULF2BtbY127drB0dERS5cuRVVVlay4iYiIiMj4yLoybGJigujoaMydOxf79u1T2WfYz88Pbm5usgPKy8uDo6OjWrmjoyNEUURubm6Dbeva47i2v9zcXDz22GMAABcXF4waNQqPP/44SkpKkJCQgFWrVuHixYuIi4uTHT8RERERGQ+dHrrh5uamU+Jbl9LSUpibm6uVW1hYSMfltBVFUaXt1q1bVeq88cYbmDlzJrZt24aQkBDpSjQRERERPbx0SoabgqWlJcrLy9XKy8rKpONy2gqC0GBbAJg3bx62bt2K5ORkjZLhkJAQ2NjYqJQFBATwpjwialFxcXFqf+EqKirSuV/OeURkqHSZ9zROhrW9AiwIAk6fPq1VG+Dekoa6lkLk5eUBaHjrM0dHR6metm0BoFu3bgCAW7duaRRrREREnWuUiYhaUl0Janp6OgYNGqRTv5zziMhQ6TLvaZwMd+jQAYIgNFovPz8f58+f16huXdzd3ZGSkoLi4mKVm+hOnDgBQRDg7u7eYNu6tl47ceIErKys4Orq2uDYly9fBgB07NhRVuxEREREZFw03k0iJSUFhw8frvcrLi4O7u7uuHbtGkxMTBAUFCQroHHjxqGqqgqRkZFSWUVFBaKjo+Hl5SVtq1abdFdXV6u0vXHjBhITE6WygoICJCQk4MUXX5S2Vbtz5w4qKirUxl61ahUEQYCvr6+s2ImIiIjIuOi8ZvjGjRtYu3YtIiMjUVlZiYkTJ2LJkiUqT3vThoeHB/z9/bFo0SLcuHFDegLdtWvXEBUVJdVbuHAhYmJicPXqVWlz53HjxmHDhg2YMmUKzp49C3t7e2zevBk1NTVYvny51DY9PV26nO7i4oLS0lIkJiYiLS0NM2fObPDqMxERERE9PGQnw/n5+QgPD1dJgt977z307NlT56B27NiBsLAwxMbGorCwEG5ubkhKSoK3t7dURxAEKBSqF7YVCgX279+P+fPnY+PGjSgtLYWHhwdiYmLQu3dvqZ6TkxOGDRuGvXv3Ij8/HwqFAn379sWWLVswffp0neMnIiIiIuOgdTKcn5+PtWvXYuvWraisrERgYCDee+899OjRQ29BmZmZITw8HOHh4fXWiYqKUrlSXMvGxgaRkZEqyywe5OzsjN27d+slViIiIiIyXhonw3l5eVISXFVVhUmTJmHJkiV6TYKJiIiIiJqTxslwr169UF5eDnd3dyxevBg9evRAYWEhCgsL623DLXiIiIiIyJBpnAzXPvQiIyMD48ePb7CuKIoQBEFlpwciIiIiIkOjcTJc1/pcIiIiIiJjpnEyLHffYCIiIiIiQ6XzPsNERA+jrKyslg6hTvb29tLe6kREpDsmw0RE97l9Ow+CoMDEiRNbOpQ6WVpa4dy5LCbERER6wmSYiOg+JSW3IYo1mD07Fkpl35YOR0VOThY2bpyIgoICJsNERHrCZJiIqA5KZV/07MntIYmIHnaKxqsQERERET2cmAwTERERUavFZJiIiIiIWi0mw0RERETUajEZJiIiIqJWi8kwEREREbVaTIaJiIiIqNViMkxERERErRaTYSIiIiJqtQwyGa6oqMCCBQugVCphZWUFLy8vJCcna9S2qKgIM2bMQKdOndC2bVuMGjUKGRkZddY9fvw4hgwZAmtrazg6OuLtt99GSUmJPk+FiIiIiAyYQSbDQUFB2LBhAwIDA/HJJ5/A1NQUfn5+OH78eIPtRFGEn58fdu/ejTlz5mDdunX4+++/MWLECFy+fFmlbmZmJnx8fFBWVoaIiAgEBwcjMjIS48ePb8pTIyIiIiIDYtrSATzol19+QXx8PNavX4+QkBAAQGBgIPr374/Q0FCkpqbW2/brr79GWloa9uzZg1deeQUA4O/vD1dXVyxbtgyxsbFS3cWLF6NDhw44cuQIrK2tAQBOTk6YMWMGkpOT4ePj04RnSURERESGwOCuDCckJMDU1BTBwcFSmbm5OaZNm4a0tDTk5OTU23bPnj1wcHCQEmEAsLe3x/jx4/Htt9+isrISAHDnzh0kJycjMDBQSoQBYNKkSbC2tsZXX33VBGdGRERERIbG4JLhzMxMuLq6om3btirlHh4e0vH6ZGRkYODAgWrlHh4euHv3Li5cuAAAOHPmDKqqqjBo0CCVem3atIG7u3u9a4yJiIiI6OFicMlwXl4eHB0d1codHR0hiiJyc3NltQUgtc3Ly4MgCPXWbWgMIiIiInp4GNya4dLSUpibm6uVW1hYSMfltBVFUWpb+9/66jY0xv3y8/Nx/fp1jerez9HREaamBvfWExE1SO6cpy8ODg5o06ZNi41PRA8ng8vILC0tUV5erlZeVlYmHZfTVhAEqW3tf+ur29AY9xszZoxG9R6UlpYGMzMzWW2bUlZWFgAgJyerhSNR99dffwAwvNgMNS6AscllyLHVxlT7s6oNOW0eJHfO05fU1FSN5+fmZMhzpy6fmaZkyO+ZIc8BhhybIX7WNI3F4JLh+pYp5OXlAQC6dOnSYNvaeg21rV1yUV/dhsa4X//+/VVuwAOAESNGYOTIkQ22++6777BmzRqNxmhubdqYYePGiS0dRp0UChODjM1Q4wIYm1yGHJupqSkmTmyZ2OTOefqSlJSEDz74oFnG0pYhz50t+ZlpiCG/Z4Y8BxhybIb6WWuMwSXD7u7uSElJQXFxscpNdCdOnIAgCHB3d2+wbV1br504cQJWVlZwdXUFcG9CNzU1xcmTJzFu3DipXmVlJTIzMzFhwgSNYt2+fXudN+w1xs3NDf/617+0btccqqurYWJi0tJh1Km8vLzOpS0tzVDjAhibXIYcm9yf0aysLJ3/kZI75+mLm5ubypxtSAx57jTU2Aw1LsCw5wBDjs3Qvqcaz3uigfn5559FQRDE9evXS2Xl5eVi7969xcGDB0tleXl54rlz58SqqiqpLD4+XlQoFOKePXuksr///lu0s7MTX3/9dZVxRo8eLSqVSrG4uFgq27Ztm6hQKMSDBw82GOOpU6dEAOKpU6dkn2drsGvXLq3K5fRV66233pLdtzHQ9rya8n2o7fvBMbQZU1G9h6kAACAASURBVJu2b731lrhr1656x22s7+ZkyJ8/XeYtznmaq+szIPdz0djPhS59GwNd5hR9u38OkjOmNm137dql8v3VZBzOe3XTdO4yuGRYFEVx/PjxopmZmRgaGipGRkaKgwcPFs3MzMTU1FSpTlBQkCgIgnjt2jWprLq6Wnz66afF9u3biytXrhQ3b94s9u/fX7SxsREvXLigMkZ6erpoaWkpDhw4UPz888/FJUuWiJaWluLo0aMbjY//MGhm7NixWpXL6atW586dZfdtDLQ9r6Z8H2r7fnAMbcbUpm3nzp3FsWPH1jtuY303J0P+/DEZbh51fQbkfi4a+7nQpW9joMucom/3z0FyxtSm7dixY1W+v5qMw3mvbprOXQa3tRoA7NixA++88w5iY2Px9ttvo7q6GklJSfD29pbqCIIAhUI1fIVCgf3792PChAnYuHEjQkND0alTJxw+fBi9e/dWqTtgwAAkJyfDysoKc+fOxbZt2xAcHIyvv/66Wc6RiIiIiFqewa0ZBgAzMzOEh4cjPDy83jpRUVGIiopSK7exsUFkZCQiIyMbHWfw4ME4duyYTrESERERkfEyyGSYjFNcXBzi4uKk19999x1efPFF5OTkICcnB0qlEkqlUiqvFRAQgICAAI36qlVeXo7Tp0+jrKwMpaWlqKiogLm5ufTfLl264PHHH6+zb2PQ2Pk/eF7a1pcTS+338caNG3BwcMCNGzdgbm4OCwsLWFpa4saNG/WOWVd8Dg4O0uv72545cwY3btxAZWUlqqurIYoivvvuOwD3/iIE3Pul18XFBUqlEk5OTrh27VqTnHtjmvJ9J+NQ12dg0KBByMnJAQAolUqkp6dr9Llo6PN05swZFBYWAsBDOecB2v08NfXPXlxcHD766CPp+3jjxg0A///5BBYWFvjnn3/0Mufl5OQgOzsb//zzD2pqalBVVQXg/893AGBlZYX27dtDqVTi3XfflcZoqvNvyEM57zXPqo2HizGvn2vOhe76XjPcUOyGvH5OH+95S60Zrit2Y1gz3FI3dOjjfW+q2FvzmuGWnvfkfi4GDhxY7zFDnvNEsfnnvaac82r7N/Q1w8Y67zVl3Ea9Zpiazv2/zRkbY43dWOMGjDd2Y40bMO7YDZWxvqe1VyWNkbG+58YaN2C8sRtC3EyGiYiIiKjV4pphajL1rRmSs5YoICCgwd8e/f39ZfdtDLQ9r6Z8H2r7fnAMbcbUpq2/vz8GDx6s8TiNfVaa0sP6+SPN1fUZkPu5UCqV9R572Oc8QLc5Rd90/b5qM+cFBATAyclJqzE47+moyRZqPMSMef2coa4v04Sxxm6scYui8cZurHGLYtPF3prXDBvr58FY4xZF443dWOMWReONvSnj1nTu4pVhGUpLSwHce8yfsSkqKkJ6enpLhyGLscZurHEDxhu7scYNNF3stfNV7fylDWOe8wDj/TwYa9yA8cZurHED/4+9e4+LKf//AP4603QvFSVJF6QICatSJEmu67aipDaS29qsvSi7a1nLbtnvYpe17iUl0bZYISX362Ita13XZS0llFS6Tp/fH/1mtjFTTdPUzOj9fDzm8TCf8znnvGca57znM5+L+sbemHHLfN1rtHT8DRYfH88A0IMe9KCH2j3i4+PpmkcPetCjWT3quu5xjDEGUi/Pnj1DWloabG1toaurq+xwCCGkTsXFxbh//z6GDBkCU1PTeu1L1zxCiDqS9bpHyTAhhBBCCGm2aGo1QgghhBDSbFEyTAghhBBCmi1KhgkhhBBCSLNFyTAhhBBCCGm2KBkmhBBCCCHNFiXDhBBCCCGk2aJkmBBCCCGENFu0HLMcaAJ6Qoi6oUU3CCHNjazXPUqG5ZCWlobJkycrOwxCCKm3+Ph4BAYG1msfuuYRQtRZXdc9SoblYGtrC6Dqze3SpYtyg6mnefPmYeXKlcoOQy7qGru6xg2ob+zqGjfQeLFfv34dkydPFl2/6kOdr3mA+n4e1DVuQH1jV9e4AfWNvTHjlvW6R8mwHIQ/E3bp0gW9evVScjT1Y2RkpHYxC6lr7OoaN6C+satr3EDjxy5PNwd1vuYB6vt5UNe4AfWNXV3jBtQ39qaIu67rHiXDhJAm8fLlSzDGAAB8Ph/6+vpKjogQQgih2SQIIU1gx44dMDIygrGxMYyNjWFgYIBLly4pOyxCCCGEkmFCSOO7cOECAODDD3fh/ffjAQDXrl1TZkiEEEIIAEqGmwV/f3+YmZkBAAICApQcjfyUGfu6devA4/GQk5NT731V8T2/efMmeDwedu7cWWs9RcVeUVEBG5uucHMbDw8Pf1FZY1HF91xW6hy7qlLEexobGwsej4d//vlHARHJRp0/C9Vjf/DgAXg8HuLi4pQYkWxkfc9tbW0xderURo6mftT186IKcVMy3AR4PF6dDw0NDRw/frxRzs9xHDiOA6C4D91XX32F1NRUmeoKE6+1a9eKlTPGEBISAh6Ph+XLl9d5HGX+h6n+HtZmwYIFYn9XAwMDLFiwAGPGjEF8fHyjJoD19frr+fXXX7Fs2TKxMkUmwzwe///PyxOVNRZVuLjKS51jr8n9+/cxZ84cODg4QF9fH/r6+ujatSvmzJmDq1evNvr5FfGeynoNUCRh3La2thg1apTE9m3btoHP52P48OEoKytr0tjqIs97fuzYMbHrp46ODtq0aYOBAwfim2++wbNnzxohUnGyxs3j8cQ+D9evX8eXX37ZpF+WXqeu1w5ViJsG0DWB+Ph4sedbt25FRkYG4uPjRQOKAKjVlEVLlixBWFgYRowYIfcxQkNDsW3bNnzzzTeYP3++AqNTLo7jsHnzZmhpaaG0tBQPHz7EwYMHERwcjFWrViE1NRXm5uZKjdHBwQHFxcXQ0tISle3duxcJCQn47LPPFH6+iooKaGgIk2EOGhp8lfpiQBrPvn374O/vD01NTQQGBqJHjx7g8Xi4ceMGUlJSsG7dOty7dw9WVlbKDrVWwcHBCAgIEPs/01SkJeEJCQmYMmUKfH19sXv3bqXE1Vg++OADvPXWWxAIBHj69ClOnz6NxYsXY8WKFdi5cycGDhyo7BBFjTxCf/31F7788ksMHDgQ1tbWSoyMyIOS4SYwadIksednzpxBRkaGSnwbUpawsDBs3boVS5cuRUREhEKOKUyu+Hzlf6wnTJgAPT090fMvvvgCsbGxCA0Nhb+/P44cOaLE6Kq8fvOs/sVM0crLy6GhoSl6zudrory8vNHOR1TD3bt3ERAQgPbt2+Pw4cNo3bq12Pbo6GisXbtWLKlQVRzHqUzCuWPHDoSEhMDHx0ehiXBJSQl0dHQUcqyG6NevH8aNGyd6/uGHH+Lq1asYPHgwxo8fj7/++kvpDQqamppizxljTf7LAVEc1b8CNUNPnjxBSEgIWrduDV1dXfTs2ROJiYlidap3PVi+fDmsra2hp6cHHx8f3Lx5U+pxHz58iJEjR8LQ0BDm5uZSWwC/+eYbuLu7o1WrVtDT04Orqyv27t0r2l5aWgoej4fKykpRP1oej4fZs2fL/PpmzJiBLVu2YMmSJViwYIHE9tzcXMyZMwdWVlbQ1taGvb09VqxYIfX1//jjj/jf//6HDh06QFdXF3fv3kVaWhp4PB727t2LxYsXw9LSEnp6ehgyZAgePHggcb5Tp05h8ODBMDIygoGBAQYNGoTz58/L/HpkFRISgqCgIBw/fhynTp2qdwyRkZHg8Xh4+PAhJk+eDGNjY7Rs2RIzZsyQ+Il0//798PDwgLGxMQwNDdGlSxd8+eWXou2v9xkOCAjAli1bRH9fHo8HPT09VFZWom3btlK/uBUVFUFfXx/z5s2r87VX7yYBgFqGm4no6Gi8evUKMTExEokwUPVT85w5c2BpaSkqu3r1KqZMmYKOHTtCV1cXFhYWCA0NRW5urti+ISEhaN++vcQxFy9eLJFcp6eno3///jAxMYGhoSE6d+4scf1bvXo1unXrBn19fbRs2RJ9+vTBjh07RNul9Rneu3cvRo4cCUtLS+jo6MDOzg5Lly5FZWWl2LG9vLzg5OSE69evY+DAgdDX10e7du3w7bffyvAuitu5cyeCgoLg7e2NPXv2SP1Su2rVKnTr1g26urpo06YNZs6ciRcvXojVE3a9OHToEPr06QNdXV1s2LABQNXfJTw8HHv27EH37t2ho6ODbt26IS0tTSKex48fY+rUqWjTpo2oXkxMTL1fV126d++OVatWIS8vD2vWrKl3DMIuGLt27cKyZctgZWUFXV1d+Pj44O+//xare+fOHbzzzjuwsLCArq4urKysEBAQgIKCAlGd6n2Gt27digkTJgCo+ltX7/oYEhICMzMzCAQCidfk6+urVr8Iv8mU34RGxBQVFaFfv3549OgRwsPD0a5dOyQlJSEwMBCFhYUICwsTq79+/XoUFxdj7ty5KCoqwsqVK+Ht7Y0///wTJiYmonqlpaUYPHgwvLy88L///Q8HDx5EVFQU7O3t8e6774rqff/995g4cSKCg4NRWlqK+Ph4jBs3DocOHYK3tze0tLQQHx+P4OBgeHt7Y8qUKQAAe3t7mV7f7NmzsWnTJixevFhqMl5YWIh+/fohNzcXM2fOhKWlJY4fP46PP/4Yz549w9dffy1W/6effoJAIMDs2bPB5/NhZGQk2vbll19CW1sbkZGReP78OZYvX46QkBCxVtmDBw9i9OjR6Nu3L5YsWQIA2LRpE7y8vHD27Fk4OTnJ9LpkFRQUhLi4OBw6dAgeHh71ikHYZ3HMmDGwt7dHdHQ0zp8/j02bNqFt27ZYtGgRAODy5csYM2YM+vTpg2XLlkFLSwu3bt3C6dOna4zr/fffx5MnT3D69GnExMSAMQY+nw8ej4fAwED89NNPouRXKCUlBSUlJQgKCqrzdVfvJgFQMtxcpKamws7ODm+99ZbM+6Snp+PevXui5ObatWtYv349/vrrL5w5c0ZUr6Y+vK+X//XXX3j77bfh7OyMr776Ctra2rhz547Y/4eNGzdi7ty5mDBhAj744AOUlJTgypUrOHfuHPz9/Ws8X2xsLAwNDfHRRx/BwMAAmZmZ+OKLL1BQUIDo6GixmHJzczFs2DCMGzcO/v7+SE5ORmRkJJycnDBkyBCZ3puUlBRMnjwZXl5e2Lt3L7S1tSXqTJ8+HXFxcZg6dSrmzp2Le/fuYfXq1bh8+TJOnToFDQ0NUUw3btzApEmTMGPGDEyfPh0ODg6i45w4cQIpKSmYPXs2DA0N8cMPP2D8+PH4559/RPeWnJwcuLq6QkNDA+Hh4TA1NcWBAwcQGhqKgoIChIeHy/S6ZDV+/HiEhobi0KFD+Oqrr+SKISoqChoaGvjkk0+Qn5+P6OhoTJ48WfTZKi8vh6+vL8rLyxEeHo42bdrg0aNH2LdvH168eAFDQ0PR+yfk6emJ8PBwrF69Gp9//jk6d+4MoKrrY1BQELZt24a0tDQMHz5ctM+TJ09w5MgRsUYKokSM1NvFixcZAHbx4kW59p8zZw7j8XhSt0VFRTEej8d++eUXUVl5eTnr3bs3a9myJSsuLmaMMXbjxg3GcRwzMjJiT58+FdU9ceIE4ziOffbZZ6Iyf39/xuPx2HfffSd2rq5du7L+/fuLlZWUlIg9LysrYw4ODmzkyJFi5Xw+n82aNUum1yuM1dbWlnEcxxYvXlxj3c8++4wZGxuzf/75R6x83rx5TFtbm+Xk5Igd09TUlOXn54vVPXjwIOM4jvXs2ZNVVFSIypcvX854PB77+++/GWOMCQQCZmtry8aOHSu2f1FREbOysmKjR48Wla1bt47xeDz25MmTWl9rZGQk4/F4rKioSOr27OxsxnEcCwwMrHcMkZGRjOM49v7774vVHT58OLOyshI9j4qKYhoaGjXGwNh/719SUpKobNq0aUxXV1ei7pUrVxjHcWzr1q1i5b6+vqxLly41nqO6CRMmMCcnH7ZzJ2M7dzJmbGzGli1bJtO+RDEact2SZ9+XL18yjuPYuHHjJLa9ePGCPXv2TPQQXtcYk7wGMcbYjh07GI/HYydPnhSVhYSEsPbt20vUXbx4sdj1ddWqVYzH47Hc3NwaYx0zZgzr3r17ra8nNjaW8Xg89uDBg1pjnTlzJjMwMGBlZWWiMi8vL8bj8VhCQoKorKysjFlYWDA/P79az8sYY7a2tszS0pJpamoyb29vsferOuH1f8eOHWLlhw4dYhzHscTERLFj8ng8lp6eLnEcjuOYjo4Ou3fvnqhMeB348ccfRWWhoaHM0tKS5eXlie0fEBDATExMRO/P/fv3pV5DXnf06FHGcRz7+eefa6zj7OzMWrVqVe8YhMfu2rWr2H3hhx9+YDwej127do0xxtjly5cZx3EsJSWl1lhtbW3ZlClTRM+Tk5MZj8djx44dE6tXWVnJrKysWEBAgFj5ihUrmIaGBrt//36t5yENI+u1i7pJqJgDBw7AxsYGY8aMEZXx+Xy8//77ePHihUTrnp+fH0xNTUXP+/Xrhx49emD//v0Sx54+fbrY8379+uHu3btiZdVbGl68eIH8/Hx4eHgoZIGEnJwccBwHOzu7GuskJyfD29sbenp6eP78uejh4+ODsrIynDx5Uqy+v78/WrRoIfVY06ZNE7WCAED//v3BGBO95vPnz+PBgwcICAgQO9erV68wcODARunXa2BgAACin9vOnTtXrxg4jsOMGTPEyvr374/Hjx+L+uAaGxuDMYZffvlFITF3794dPXr0QEJCgqgsJycHmZmZMrUKA5LdJHg8ahl+0718+RLAf5/56ry8vGBmZiZ6VJ9ppvo1qLS0FM+fP4erqysYY3Jdh4yNjQEAv/zyS4394o2NjfHvv/+K5sOWVfVYCwsL8fz5c/Tr1w+vXr3CjRs3xOoaGBiIjR/R1NSEi4uLxDW4Jnl5eRAIBGjXrl2N/XqTk5NhbGyMQYMGiV1PevbsCQMDA4nrSfv27eHj4yP1WIMHD4atra3oeffu3dGiRQuxeFNSUvD2229DIBCInc/X1xf5+fmNsrCOgYGBWHeF+sYwderUWu8Lwl8XDx48iOLi4gbHy3EcAgMDsXfvXhQVFYnKt2/fDnd3d9jY2DT4HKThKBlWMQ8ePJDa5aBLly5gjEn0eZWWWNrb2+P+/ftiZcJVv6ozMTFBXl6eWNkvv/wCFxcX6OrqomXLlmjdujViYmKQn58v5yv6z+effw5nZ2dMmTIF+/btk1rnzp072L17t9iN0szMDCNHjgTHcRLz/Fa/WL/u9dHpwp/2hK/59u3bAICJEyeKnat169aIj49HUVERSktL5X25UhUWFgKA6Ke2O3fu1DuG10cqm5iYgDEm6hMYFBQEFxcXBAcHo02bNpg8eXKDE+Pg4GBkZmbiyZMnAIDExEQwxhAYGCjT/tRnuPkRfsaFn/nqNmzYgIyMDCQkJEh0PcjLy8PcuXPRpk0b6OrqwszMDB06dADHcXJdhyZOnAgPDw+EhYXB3NwcAQEB2LVrl1hiHBERAQMDA7i4uMDe3h5z5syptVuR0F9//YWxY8fC2NgYLVq0gJmZmegL4uuxtmvXTmJ/adfgmgwaNAizZs3Ctm3bauynf/v2bbx48QKtW7eWuJ4UFRVJXD+l9bkWkja7R/V4nz59ihcvXmDDhg0S12thX1p55mWvS2FhoeizJU8Mdd0XbG1t8dFHH2HTpk0wNTXF0KFDsXbtWtGXO3kEBwfj1atXouvwzZs3cfHiRQQHB8t9TKJY1Ge4maj+Tbi66jeE9PR0vPPOOxg8eDDWr1+PNm3agM/nY926dTUmr/VhZGSEtLQ0eHh4YOLEiThw4AA8PT0lYhkxYgQ++OADqccQ9sUS0tXVrfF8db3myspKcByHH374ocZBDIoePf7nn38C+O9LjDwx1PW69PT0cPr0aRw+fBj79+/HwYMHsX37dgwfPlzuv2NgYCDmz5+PxMREfPDBB0hISICHh4fMUwiVl1dAQ+O/10HJ8JuvRYsWsLCwEH3mq+vTpw+Aqi//r7fW+vn54ezZs5g/fz569OgBAwMDVFZWYsiQIWID02oauf/6QCUdHR0cP34cR44cQWpqKg4ePIikpCQMGjQIhw4dAsdx6Ny5M27evIl9+/bh4MGDSElJwdq1a7Fo0SJRX/zX5efnw9PTE8bGxli6dCk6dOgAHR0dXLx4EZGRkRKD6GS5BtdlzZo1yM3Nxffffw8TExN88cUXYtsrKythbm6O7du3Sz2ucPEloYZePwFg8uTJYuNOqlP0mIuKigrcunUL3bt3lzsGWf4O3377LUJCQrBnzx4cOnQI4eHhiIqKwtmzZ9G2bdt6x92lSxf07t0b8fHxmDx5MuLj46GtrQ0/P796H4s0DkqGVYyNjQ1u3bolUX79+nVwHCfxk4qwdbO6W7du1dpiWpOUlBQYGRnhwIEDYqOxf/zxR4m68k4hY2pqivT0dHh4eGDUqFE4cuQIevbsKTqmra0tXr16BW9vb7mOXx8dO3YEYwxGRkZNcj4AiIuLA8dxogEzjRUDx3Hw8fGBj48PVqxYgUWLFmHp0qU4ffo03N3da9ynJq1bt4avry8SEhIwYsQIXLhwARs3bpQ5nqoBdP8NvtPQ0KRkuBkYMWIENm/ejAsXLsg0iO7FixfIzMzEV199JTbAVvgLSnUmJiYSMyQAkPhVTGjgwIEYOHAg/ve//+Gbb77B559/jiNHjoj+3+nq6sLPzw9+fn6oqKjA2LFjsWzZMixYsEDql+KjR48iLy8Pe/bsEQ2GBSAxM4GixcXFIT8/H4sXL0bLli0xZ84c0baOHTvi8OHDcHd3lzq4TpHMzMxgaGgIgUDQZNfPXbt2obi4GEOHDm30GLp27YquXbvi008/xdmzZ+Hu7o5169aJBjm/rq57YnBwMD766CNkZ2cjMTERI0aMEBvwTZSLukmomOHDh+PBgwfYs2ePqKyiogJr1qyBsbGx2EUXqOojVv1noBMnTuCPP/4QG7UqKw0NDfB4PLGWldu3b0vtf6yvry/1RiQLa2trpKenQ1NTE0OHDhVL/idMmICjR49KXY0vLy9P5lYUWZJ1Nzc3WFlZYfny5VL7hil6taOYmBjEx8dj4MCB6Nu3b6PF8PoUVADQo0cPAKi124e+vj5KS0trrBMUFISLFy/i888/h46ODsaPHy9zTDSbRPM0f/586OrqYurUqVJ/Mq+p9fT18pUrV0r8n+7YsSPy8/PFWp6zsrKwe/dusXrSuiH06NEDjDHRZ/31/zN8Pl/UNa2m+bA1NDTAGBOLtaysTGKlTUXj8/lITk6Gh4cH5s6dK9aXf8KECaioqJCasAkEAoV0dxPi8Xh455138PPPP+PatWsS2xV9/fzjjz/wwQcfoFWrVqKpPBsjhoKCAolfF7p27Qoej1fn9bN6d7XXCaenFM7wIet4C9I0qGVYxbz33nvYtGkTJk2aJJprd8eOHbh06RLWrVsn8W3f1tYWHh4emDlzJgoLC7Fq1SpYWFjgww8/rPe5R44cibVr12Lo0KGYOHEiHj9+jLVr14p+Qqyud+/eOHDgAH744QeYm5vDzs4OvXv3lvlcnTt3xoEDB+Dt7Q0fHx+cOnUKVlZW+PTTT5GamorBgwdj6tSpcHZ2RkFBAa5cuYKUlBTk5OSILWZRE1mSZj6fj40bN2L06NHo3r07goOD0bZtW/z777/IyMiApaUlkpKSZH5N1c+9Y8cOaGtro7S0FP/++y8OHDiAc+fOoU+fPmJzRjdGDJ999hkuXbqEoUOHwtraGllZWVi7di06dOgAV1fXGvcT/v3ee+890TR61RPeMWPGoEWLFkhOTsbYsWPr1apRteiG+AA6WnTjzWdnZ4ft27dj0qRJcHBwEK1AxxjDvXv3sH37dmhoaIj60xoaGsLT0xPLly9HWVkZLC0tcejQIdy/f1/i/7S/vz8iIiIwZswYhIeHo6ioCOvWrYODg4PYoKklS5bg+PHjGDFiBGxsbPDkyRP89NNPsLa2Rr9+/QBUzffapk0beHh4wNzcHH/99Rd+/PFHjBw5Umw6werc3d1hYmKC4OBg0fRd8fHxTbLwgq6uLlJTUzFgwABMmTIFLVq0wNtvvw1PT0/MmDEDUVFRuHz5Mnx9faGpqYlbt24hOTkZP/zwg9hiFg0VFRWFo0ePwtXVFWFhYXB0dERubi4uXryIzMxMuRPi48ePo7i4WDQo7tSpU9i7dy9MTEzwyy+/iM1ZregYMjMzMWfOHPj5+cHe3h4VFRWIi4sDn8/HO++8U+N+zs7O0NDQQHR0NF68eAFtbW0MGjRINMBd2P94165dMDExkavBijQixU1goTilpaVs/vz5rG3btkxXV5e5urpKnf7ldcePH2ejRo1iVlZWTEdHh7Vp04YNHTqUnTp1Smr9U6dOMQ8PD6anp8fatGnDwsPDWWFhYZ3nUcTUahoaGjVuz87OZiEhIczMzIzp6Oiwnj17ik2Jw9h/U2OtWbOGLV++nFlbWzM9PT02aNAgdv36dbG6/v7+rHXr1hLniYyMZHp6emJlGzZsYJ06dWK6urqsW7dubPv27SwyMlJiyq1r166x/v37Mz09Pcbj8WqdZu3GjRuMx+OJTckjlJmZyXR1dVnnzp1FU8QVFBSwiIgIZmdnx3R0dJi5uTnz9PRkP/zwA6usrKzzmAcPHmQ8Ho+lpqZKjaP6dGKMMXbp0iU2duxYZmpqynR1dVmHDh1YYGAgO3HihKhOfadWEz709fWZjY0NGzNmDEtISBCb0qe+MURGRkqdMu312NLT09no0aOZpaUl09HRYVZWVuzdd98Vm8JH2ntRUVHBZs+ezVq3bs00NDSkTrMWGhrKeDwe27NnT63vw+vc3PoyL68poqnVOnbsxWbOnFmvY5CGaeqp1aq7e/cue++995i9vT3T09Nj+vr6zNHRkb333nvsypUrYnUfP37M3nnnHdayzdoPGQAAIABJREFUZUtmYmLC/P39WXZ2NuPxeGzJkiVidTMyMpiTkxPT0dFhXbp0Ydu3b5eYWu3IkSNs7NixrF27dkxHR4e1a9eOTZ48md25c0dUZ+PGjczLy4uZmZkxXV1d1qlTJxYZGckKCgpEdaRNrXbmzBnm7u7O9PX1Wbt27diCBQtYenq6xBRbXl5ezMnJSeJ9CQkJYR06dKjz/Wvfvj0bNWqURPmTJ09E72n1823atIn16dOH6evrMyMjI9ajRw+2YMEClp2dXecxGWOMx+Ox8PBwqXFMnTpVrOzp06fs/fffZzY2NkxbW5u1bduWDR48mG3evFlU5/79+4zH48k0tVr166e2tjYzNzdnXl5eLCoqij179kzqfrLEIDz269O2vR7bvXv32LRp01inTp2Ynp4eMzU1ZYMGDWJHjhyp873YvHkzs7OzY5qamlKnWdu1axfjOE7maUlJw8l67VLJZNjf359paWmxiIgItnHjRubh4cE0NTVrTGqFNm3axMaOHcu+/vprtmXLFvbdd9+xnj17Mg0NDZaWliZW9/fff2e6urqsd+/ebP369WzhwoVMR0eHDR8+vM74GnpjUARhMiwtGSSkscyaNYu1atWKlZeX12u/3r37sEGDwkTJcKdOLmzatGmNFCWRRpnJMCGEsT179jAej1dnLkMUR9Zrl8p1kzh//jySkpLw3XffiaaPCQoKQrdu3TB//nyJeWarCw0NRWhoqFjZrFmz0KFDB6xatQq+vr6i8k8//RQtW7bEsWPHRD+D2djYYPr06cjIyKhx7kVCmquioiIkJiYiMDAQfH79Lh3UZ5gQ0txt2LABHTp0qHEQM1EelRtAl5ycDD6fL7bssLa2NkJDQ3HmzBk8evSoXscTzlNZvVN7QUEBMjIyEBQUJNYfLDg4GPr6+ti5c2fDXwghb4gnT54gISEBAQEBKCoqwvvvv1/vY1Qlw5qi5zSbBCGkudixYwc+/fRTHDhwoMZpQ4lyqVzL8OXLl2Fvby+xQISLi4tou6WlZa3HKCgoQFlZGZ49e4atW7fi2rVrYtP0XL16FRUVFRIDvjQ1NeHs7Izff/9dQa+mcTXFQA1CLl++jKCgIFhYWIgGKNXX6y3DtAIdIaS5mDRpEgwNDTFt2jTMmjVL2eEQKVQuGc7KyoKFhYVEuYWFBRhjePz4cZ3HmDBhAtLS0gBULVgwY8YMfP7552Ln4DiuxvPU1hVDVTg4OEhM/0JIY3h9sQN50HLMhJDmqqHXT9L4VK6bRHFxsdTJwoVrscuyVnh0dDTS09OxZcsW9O3bF2VlZWLTOAmPUdN5FLEeOSGkyqtXr/D337cl+gynpKQgOztbiZERQgghKtgyrKurK3Vi65KSEtH2ulRffjEwMBC9evXClClTRH2Bhceo6TyynAMA5s2bJzHXakBAgGhybUIIsHjxYgCAg8N/g0a6dPHEpUupmDo1FPv3pwIApkyZgtjY2HotT0ukS0xMFJvPGoBCFlygax4hRFU15LqncsmwhYWF1K4QWVlZAFDvdcE1NTUxatQoREdHo7S0FNra2qIuF8Jjvn4eWc+xcuVK9OrVq17xENLcvHjxAh079kavXiNEZaNHz8fDh3/ixYv/lq49ePCgMsJ7I0lLUC9dulSvhXGkoWseIURVNeS6p3LdJJydnXHr1i0UFhaKlZ89exYcx8HZ2bnex3z16hUYYygoKAAAdOvWDXw+HxcuXBCrV15ejsuXL8t1DkKIdBUVFeDztSTK+XwtlJdTv2FCCCHKpXLJ8Pjx41FRUYENGzaIysrKyhAbGws3NzfRTBLZ2dm4efOm2CCyp0+fShzvxYsX+Pnnn2FtbS1aFrFFixbw8fFBfHw8ioqKRHXj4uJQVFSECRMmNNbLI6TZeX0mCSEaREcIIUQVqFw3CRcXF/j5+WHBggV48uQJ7OzsEBsbiwcPHiAmJkZULzIyEnFxcbh//z6sra0BAMOGDUO7du3g6uqK1q1b48GDB4iNjUVWVpbE3MHLli2Dh4cHPD09MX36dDx8+BArVqzAkCFDMHjw4CZ9zYS8yV6fY1iIz5c+13BlZSV4PJX7nk4IIeQNpXLJMABs27YNCxcuRHx8PPLy8uDk5ITU1FR4eHiI6nAcJ3HDDA0NxY4dO7Bq1Sq8ePECJiYm6Nu3Lz755BOJFV969uyJjIwMRERE4MMPP4ShoSHCwsLw9ddfN8lrJKS5eH1aNaGaWoYrKiqgpSXZrYIQQghpDCqZDGtpaSE6OhrR0dE11omJiRFrKQaqll6uz4TW7u7uOHHihNxxEkLqVlMyXNOSzJQME0IIaUr0WyQhpFHV1Ge4tmSYEEIIaSqUDBNCGlVZWXm9u0kQQgghTYWSYUJIo6qtZVgg+C/x5ThOVJ8QQghpKpQME0IaFXWTIIQQosooGSaENKraZpMoLy8XPRcuw1y9jBBCCGlsciXDs2bNwunTpxUdCyHkDUQtw4QQQlSZXMnw9u3b0b9/f3Ts2BGLFi3C7du3FR0XIeQNUV4ufdENDQ1NsT7DQpQME0IIaUpyJcM5OTnYsWMHunXrhqioKHTu3Bmurq748ccf8ezZM0XHSAhRY+Xl5dQyTAghRGXJlQxra2vDz88Pe/bsQXZ2NtauXQttbW2Eh4fD0tISI0eOxM6dO1FSUqLoeAkhaoa6SRBCCFFlDR5AZ2JighkzZuD48eO4d+8exowZg/379yMgIABt2rTBtGnTcOXKFUXESghRQ7UNoGOMobKyEgBNrUYIIUQ5FDKbxMOHDxEVFYURI0Zg165daNWqFWbNmoWpU6di79696NWrF3766SdFnIoQomZqaxkWbn+9PiGEENJU5E6GX7x4gQ0bNmDAgAFo3749Fi9eDHt7e6SkpODx48dYs2YNVqxYgYcPH2LUqFFYsmSJIuMmhKgJSoYJIYSoMsk7lAzGjh2LAwcOoKysDK6urli9ejX8/f1hYmIiUVdbWxvjx4/H7t27GxwsIUT91NZNQrj99fqEEEJIU5ErGf7999/xySefIDg4GJ06daqz/uDBg3HkyBF5TkUIUXMCAbUME0IIUV1yJcP379+vV30zMzMMGDBAnlMRQtRUfn4+5syZg5ycJ7Umw8OHD4eZmRmysrIAAOPHj0e/fv3qPH5Y2HSMGvW2YoMmhBDS7MiVDGtoaCA+Ph4BAQFStyclJWHSpEkQCAQNCo4Qor7S0tIQHx8PZ+eh6N9/ssT2bt0Gwds7FC9fPkN2NvDWW6NF27Kzaz/2hQt7kJPzlJJhQgghDSZXMswYA2Osxu0CgUA0TRIhpHkSdnf4+OMUaGnpSmzX0dHHzJmb5Dr2hg0zkJt7qUHxEUIIIUADZpOoKdl9+fIl0tLSYGpqKndQhBD1J0yGpQ2eaygeT/qCHYQQQkh9yZwMf/nll9DQ0ICGhgY4jsPkyZNFz6s/TExMsG3bNvj7+8sdVFlZGSIiImBpaQk9PT24ubkhIyOjzv0yMzMRGhoKBwcH6Ovro2PHjggLC0O2lN9cvby8wOPxJB7Dhw+XO25CyH/+S4Y1FH7smlavI4QQQupL5iYbFxcXzJ49G4wxrF27FoMHD4a9vb1YHY7joK+vj969e2PcuHFyB/Xuu+8iJSUF8+bNg52dHWJjYzF8+HAcPXoU7u7uNe4XERGBvLw8+Pn5oVOnTrh79y5Wr16N1NRUXL58Ga1btxaL1crKClFRUWJdPtq2bSt33ISQ/1RNqVb1JVPRKBkmhBCiKDInw8OGDcOwYcMAAEVFRZg5cyZcXV0VHtD58+eRlJSE7777DvPmzQMABAUFoVu3bpg/fz5OnjxZ474rV66UGIU+ZMgQDBgwAGvWrJFY+MPIyKjGQYCEkIapabENRaBuEoQQQhRFriabmJiYRkmEASA5ORl8Ph9hYWGiMm1tbYSGhuLMmTN49OhRjftKm46pf//+aNmyJa5fvy51H4FAgKKiooYHTggRU15e3mjJMLUME0IIURSZ7lRxcXEAqlpoOY4TPa9LcHBwvQO6fPky7O3tYWBgIFbu4uIi2m5paSnz8YqKilBYWCh1QN+tW7egr6+PsrIymJubIywsDF988QX4/Ma5gRPSnDRmy7CGhiYlw4QQQhRCpjtVSEgIOI6Dv78/tLS0EBISUuc+HMfJlQxnZWXBwsJCotzCwgKMMTx+/Lhex1u5ciXKy8slBvTZ2dnB29sb3bt3R1FREZKTk7F06VLcvn0biYmJ9Y6bECKupmWYFaGqZbi8UY5NCCGkeZHpTnXv3j0AgJaWltjzxlBcXAxtbW2Jch0dHdF2WR0/fhxLlizBxIkTJVbA27hxo9jzwMBAzJgxA5s2bcK8efNELdGEEPk0bsswdZMghBCiGDLdqWxsbGp9rki6urooLS2VKC8pKRFtl8WNGzcwbtw4ODk5SSS+Nfnoo4+wceNGZGRkUDJMSANVVFSAz9dslGPTADpCCCGKorBmG8YYjhw5gtLSUvTr1w+GhoZyHcfCwkJqV4isrCwAsk199vDhQ/j6+sLExASpqanQ19eX6dxWVlYAgNzcXJnqz5s3D0ZGRmJlAQEBNEMFIaCWYWVKTEyU6O6Vn5/f4OPSNY8Qoqoact2T60712Wef4fTp0zhy5AiAqkTY19cXmZmZYIzB2toahw8fRseOHet9bGdnZxw9ehSFhYVig+jOnj0LjuPg7Oxc6/65ubnw9fVFRUUFjh49CnNzc5nP/ffffwMAzMzMZKq/cuVK9OrVS+bjE9KclJeXN2qfYYGAkuGaSEtQL126hN69ezfouHTNI4SoqoZc9+SaWu3nn38W60aQnJyMw4cPY+nSpdi3bx8EAgEWL14sz6Exfvx4VFRUYMOGDaKysrIyxMbGws3NTTSTRHZ2Nm7evAmBQCCq9+rVKwwbNgxZWVnYv38/OnToIPUcBQUFKCsrkyhfunQpOI7DkCFD5IqdEPIfmmeYEEKIOpDrTvXo0SPY2dmJnqekpMDR0RELFiwAAMyaNQs//fSTXAG5uLjAz88PCxYswJMnT0Qr0D148AAxMTGiepGRkYiLi8P9+/dhbW0NAJg0aRJ+++03hIaG4tq1a7h27ZqovoGBAUaPHg2g6puC8BuEnZ0diouLkZKSgjNnzmDGjBl1tj4TQurWmMkwn68JgUAAxhg4jmuUcxBCCGke5LpT8fl80SA3xhgOHz4sNo2aubk5nj17JndQ27Ztw8KFCxEfH4+8vDw4OTkhNTUVHh4eojocx0ks8/rHH3+A4zhs2bIFW7ZsEdtmY2MjSoZtbGzg6emJ3bt3Izs7GzweD126dMH69esxbdo0ueMmhPynMadWEx5XIBDQvOCEEEIaRK67SLdu3RAfH4/AwED88ssveP78OUaMGCHa/uDBA6mLXMhKS0sL0dHRiI6OrrFOTEyMWEsxIPuUb7a2ttixY4fc8RFC6tbYA+iE56BkmBBCSEPIdRf54osv8Pbbb4sSXg8PDwwcOFC0PTU1FX369FFMhIQQtdTYi24Iz0EIIYQ0hFx3qsGDB+PSpUtIT0+HsbExJk6cKNqWl5cHT09PjBo1SmFBEkLUT1N0kygvp1XoCCGENIzcdypHR0c4OjpKlJuYmGDlypUNCooQov7Ky8ubpJsEIYQQ0hANvlMVFhYiLy8PjDGJbcJZHgghzU9ZWVmjd5MoLi4WtQ5rajbOaneEEKJoJSUlSEtLw40bN9C6dWsMHz68XusiEMWS605VUlKCL7/8Eps3b8bz589rrFd9DmBCSPMhEAiQnJyMHj0aZ85ufX0TAOJLw2/cuJFmgyGEqLx9+/ZhxoyZePz4EQwMjPHq1Utoampi0aJFiIiIkJgpizQ+uZLh2bNnY+vWrRgzZgz69+8PExMTRcdFCFFjwqkXe/UaUUdN+Tg4uGPBgv3Iz88BAKxdG4JTp05RMkwIUWmrV69GeHg4evUagY8/Tke7dl1QWJiL3buj8dlnn+HGjZuIidlCCXETkysZTklJwbRp07B+/XpFx0MIeQMI+/IaG7dptHP07DlM9O9jx2Ko/zAhRKUlJCQgPDwcI0d+hKCgb0ULBhkYtMTkydGwte2B1asno127dli2bKmSo21e5EqGOY6j9ekJITUSJqaNNYDudbQ8MyFElV29ehXTpk3DgAHviiXC1fXrNwnPnv2Dr79egEGDvOHt7a2ESJsnudrhR48ejYyMDEXHQgh5QwgT08YaQPc6Ho9P06wRQlRSWVkZJk8Ogrm5HcLCfqp1CflRo+aja1cvhIZOQ3FxcRNG2bzJlQwvXLgQd+/exfTp03Hx4kU8ffoUubm5Eg9CSPMkTEybqmVYQ4NahgkhqmnFihW4du1PzJ4dBy0t3Vrr8ng8hIWtx7///osVK1Y0UYRErjtVp06dAAC///47Nm/eXGM9mk2CkOaJukkQQgjw+PFjfPXVUgwZ8j7at+8p0z5t29rD1/c9REVFY+bMmWjVqlUjR0nkXo65tmZ+Qkjz1tTdJDQ0+CgvL2mScxFCiKwWLVoMDQ1t+Pktqtd+Y8cuQGbmBqxatQpfffVVI0VHhOS6Uy1evFjBYRBC3iTCZJjPb5qFMDQ0NKllmBCiUu7cuYOYmC0IDFwOfX3jeu1rZNQagwbNwOrVaxAREQEDA4NGipIAcvYZfl1+fj51iSCEiCijZZiSYUKIKlm27Gu0aGEGX99Zcu0/YsQ8FBYWIDY2VrGBEQlyJ8MXLlzA0KFDoaenh1atWuHYsWMAgGfPnmH06NE4evSoomIkhKiZpu4zXNVNgpJhQohqePjwIeLjt+Httz+pc9BcTUxNrdCnz1isWfMjGGMKjpBUJ1cyfPr0afTr1w+3b9/G5MmTUVlZKdpmamqK/Px8WpCDkGasqWeToKnVCCGqZOXKVdDRMYCPz/QGHcfXdzZu3ryB48ePKygyIo1cyfCnn36KLl264K+//sLXX38tsX3gwIE4d+5cg4MjhKgn6iZBCGmuXr58iY0bN8LHZyZ0dBrW17drVy+0bdsJmzZtUlB0RBq5kuHffvsNU6ZMgba2ttRZJSwtLZGdnd3g4Agh6kkZ3SQoGSaEqIKtW7eiuPgVhgx5r8HH4jgOnp4h+Pnnn1FQUKCA6Ig0ciXDmpqaYl0jXvfo0SMa+UhIM0bzDBNCmiPGGH78cS1cXMahVat2Cjmmp2cQSkpK8PPPPyvkeESSXMmwm5sbkpOTpW4rKipCTEwMBgwYIHdQZWVliIiIgKWlJfT09ODm5ibT8s+ZmZkIDQ2Fg4MD9PX10bFjR4SFhdXYSi3s+6yvrw8LCwvMnTsXRUVFcsdNCKlC3SQIIc3R0aNHcfPmDfj6zlbYMU1NreDo6ImEhO0KOyYRJ1cy/OWXX+LChQsYMWIEDhw4AAD4448/sGnTJvTu3RtPnz7FwoUL5Q7q3XffxapVqxAUFIQffvgBfD4fw4cPx+nTp2vdLyIiAseOHcO4ceOwevVqBAQEYOfOnejVqxdycnLE6l6+fBk+Pj4oKSnBypUrERYWhg0bNmDChAlyx00IqULdJAghzdH69RtgaekAR0f5GwSlcXcPQGbmYTx9+lShxyVV5LpTubq6Yv/+/Zg1axaCg4MBAB999BEAoGPHjti/fz+cnJzkCuj8+fNISkrCd999h3nz5gEAgoKC0K1bN8yfPx8nT56scd+VK1eiX79+YmVDhgzBgAEDsGbNGixZskRU/umnn6Jly5Y4duwY9PX1AQA2NjaYPn06MjIy4OPjI1f8hBDqJkEIaX6eP3+OX35JwcSJXyt8lV5X13HYsuU9pKSkYMaMGQo9NmnAPMPe3t64efMmLl68iKSkJCQmJuL8+fO4detWg7pIJCcng8/nIywsTFSmra2N0NBQnDlzBo8ePapx39cTYQDo378/WrZsievXr4vKCgoKkJGRgaCgIFEiDADBwcHQ19fHzp075Y6fEFJ9arWmWYGOz9ekqdUIIUqVkJAAgaASnp5BCj92ixZmcHT0wq5d0ruokoZpcLNNz5490bNnT0XEAqCq+4K9vb3EADwXFxfRdktLS5mPV1RUhMLCQpiamorKrl69ioqKCvTu3VusrqamJpydnfH777834BUQQpTRMiwQUMswIUR5tmyJQe/eb8PIqHWjHN/V9R3ExLyP3NxctGzZslHO0VzJ1TJ8+PBhREREYPz48RgyZAjGjx+PyMhIHDlypMEBZWVlwcLCQqLcwsICjDE8fvy4XsdbuXIlysvL4e/vL3YOjuNqPE99z0EIEUcD6AghzcmVK1fwxx+X4eUV0mjneOut0RAIBEhNTW20czRX9bpTPXr0CH5+fjh37pzUpQG//fZbuLu7Y+fOnVITTVkUFxdDW1tbolxHR0e0XVbHjx/HkiVLMHHiRLGuG8Jj1HSe+pyDNBxjDKmpqVJn8jAzM4O3t7cSoiINoYwBdC9e5CEpKUliG8dxGDVqlOgaQgghihYXFwcjI1M4Ow9rtHO0bNkWnTq5YM+evQgKUnxXjOZM5jtVWVkZRowYgT///BNhYWGiQW0GBgYoLCzEn3/+ibi4OGzevBkjR47E2bNnoalZ//6Curq6KC0tlSgvKSkRbZfFjRs3MG7cODg5OWHjxo0S5wBQ43lkPce8efNgZGQkVhYQEICAgACZ9idVdu7cKdZy/7pTp07B3d29CSMiDfVfy7BGk5yvffteAFDj5+jjjz/Gt99+2ySxqILExEQkJiaKleXn5zf4uHTNI0SSQCBAQsJ29O0bAD6/ccdJ9Or1NlJTl6O0tFRqg15z1pDrnszJ8Pbt23HlyhUkJCRIXPiMjIzg4eEBDw8PDBgwAJMnT0ZiYqJopon6qKmbQlZWFgCgbdu2dR7j4cOH8PX1hYmJCVJTU8UGyQnPwRgTHfP188hyDqCqC0avXr1kqktq9vz5cwDA1q0vxcrz858gPLwTcnNzlREWaYCmToa7dvXCtm1FqKwUSGxbuNC92X2GpCWoly5dkhgnUV90zSNEUmZmJrKzsxpl4Nzrevd+G0lJC3H8+HEMHjy40c+nThpy3ZO5z3BKSgo8PDzqbAGYNGkSPDw85F4pxdnZGbdu3UJhYaFY+dmzZ8FxHJydnWvdPzc3F76+vqioqEBaWhrMzc0l6nTr1g18Ph8XLlwQKy8vL8fly5frPAdRrIqKCujo6EFX11Dsoa9vAgA0S4AaqqiogIYGX+HTC9VGW1vyM1T1OTKm/sSEkEaTkJCAtm07oWPHtxr9XDY2TjA1bUf9hhVM5mT4jz/+wJAhQ2SqO2TIEFy+fFmugMaPH4+Kigps2LBBVFZWVobY2Fi4ubmJZpLIzs7GzZs3IRD81xL06tUrDBs2DFlZWdi/fz86dOgg9RwtWrSAj48P4uPjxfqpxsXFoaioiBbeaGLl5eVS+5YKyyiRUT81/U2Vgcfj0xcqQkijKC4uxs8/p8DdfVKTfPmvahQcjtTU/Y1+ruZE5rvVs2fPZJ7SzNLSEs+ePZMrIBcXF/j5+WHBggV48uQJ7OzsEBsbiwcPHiAmJkZULzIyEnFxcbh//z6sra0BVLVK//bbbwgNDcW1a9dw7do1UX0DAwOMHj1a9HzZsmXw8PCAp6cnpk+fjocPH2LFihUYMmQI/fTQxCoqKqTOOiAso2RY/VRUVDR63zlZaWho0meIENIo9u/fj8LCAvTr13T95p2dhyEjYwPu3r1bY6MfqR+Zk+GaZnmQRktLSzTgTR7btm3DwoULER8fj7y8PDg5OSE1NRUeHh6iOhzHgccTb9j+448/wHEctmzZgi1btohts7GxEUuGe/bsiYyMDERERODDDz+EoaEhwsLC8PXXX8sdN5FPTYmTsIwSGfUj7CahCmjaNUJIY0lM3IEOHXqibVuHJjtnt27e0NDg4+DBg5g9e3aTnfdNVq+7VVFRkUwDUV7v71tfWlpaiI6ORnR0dI11YmJixFqKAeDevXv1Oo+7uztOnDghV4xEcWpKnKhlWH2pUjJMSzUTQhpDQUEBUlNT8c47i5v0vHp6LeDg4I6DB9MoGVaQet2tZs6ciZkzZ9ZZjzHWpANniHqrORnmgeM4SmTUUE1dX5RBQ4OP8nL5f6kihBBpfv31V5SUFKNv36YfZ+TkNAT79kWhvLxcrmlsiTiZ71aLFi1qzDhIM1Zb4kQ/casnahkmhLzpkpJ2wt7eFa1b2zb5uXv08MWOHZ/h7Nmz6N+/f5Of/01DyTBRutoSp6pWPZoJQN2oUjJMX6gIIYr28uVLpKUdxMSJyhln1L59TxgatkR6ejolwwog89RqhDSWupJhSmTUDyXDhJA32d69e1FaWgo3Nz+lnJ/H00DXrt5IT89QyvnfNJQME6WjbhJvnqpkWDX6sdHUaoQQRdu5cxfs7d1gamqltBi6d/fBb7+dx8uXL+uuTGpFyTBROmoZfvOo3gA6+gwRQhTj5cuXOHQoTWmtwkLduw+CQCDAsWPHlBrHm4CSYaJ05eXlNSZONPhJPdEKdISQN9Wvv/76/10kxis1DnPzjmjd2hqZmZlKjeNNQMkwUTrqJvHmUbWWYfoMEUIUZdeuZNjbu8LU1FqpcXAcB0dHbxw+TMlwQ1EyTJSutqV7+Xzq76mOaAAdIeRNVFBQgLS0g3BxUW6rsFC3bt64evUKnj17puxQ1JpMd6t//vlHroNbWyv3WxNRD7W1ItJP3OpJlVqGqasNIURR9u/fj5KSEri5vaPsUAAAXbsOBAAcPXoU48erRoKujmS6W9na2sq1opxAIKj3PqT5oW4Sbx5Vmk2Cfl0ghCjKrl3J6NixN1q3bq/sUAAArVq1Q9u2djhy5Aglww0gUzK8ZcsWsWS4srIS33//PR48eIDAwEA4ODgAAG7cuIHt27fD1tYW4eHhjRMxeePU1TJMiYz6UaVuEvQZIoQowqtXr7B//36MHbtQ2aGI6dJlII4cOarsMNSaTHerkJAQsefLli1DSUkJ7ty5g1a9qpHkAAAgAElEQVStWoltW7x4Mfr164fs7GyFBUnebLW1IlLLsHpSpW4SGhp8CAT0GSKENMyBAwdQXPxK6bNIvK5rVy8cPrwROTk5aN26tbLDUUtyDaBbt24dpk+fLpEIA4CZmRnCwsLw008/NTg40jyUl9fcikiteupJ1ZJh+gwRQhoqOTkZ7dv3QJs2dsoORYyjoxeAqn7DRD5y3a2eP3+OV69e1bj91atXeP78udxBkeahsrISixYtwqFDaXB395dah8fTwKZNmyRW2Bk3bhwmTpzYFGGSWnz//fc4ffq0RPm+ffvg6qoaA0zoCxUhpKFKSkrw66/7MHJkhLJDkdCyZVu0bdsJx44dw4QJE5QdjlqSKxl2c3PDqlWrMGzYMPTu3Vts24ULF/D999/D1dVVIQGSN9ft27exdOlSGBiYYOjQ96TWefvtT6Cl9SNu3MgVlV25koETJ05SMqxkZWVl+OCDDwAATk4+YtucnHwwdOgcZYQloWoFOpqRhBAiv7S0NBQVFapcFwmhzp0H4MgRWolOXnIlw2vWrIGXlxdcXFzg5uaGTp06AahKbs6ePYuWLVti9erVCg2UvHmErXWRkamwt+8rtY6Ly1i4uIwVK9u5czFOndrY6PGR2gn/fu+/H4/+/QOVHE3NqM8wIaShkpOTYW3dFZaWnZUdilSOjgOQmbkJT58+hZmZmbLDUTty9Rl2dHTE1atXER4ejufPnyMpKQlJSUl4/vw55s6di6tXr6Jr166KjpW8YYTJVH2n4KKpslSDvH+/pqahQZ8XQoj8SktLsWfPXpVZaEMaR8cBAIATJ04oORL1JPcKdObm5li5ciVu3LiB4uJiFBcX48aNG1ixYgXatGnToKDKysoQEREBS0tL6Onpwc3NDRkZGXXul52djcjISHh7e6NFixbg8Xg4fvy41LpeXl7g8XgSj+HDhzcodiK7/5Kp+v1AQX1AVYO8f7+mVtUyLABjTNmhEELUUHp6OgoKXqpsFwkAMDW1Qps27XHsGHWVkEeD72JZWVnIycmBnZ0d9PX1FRET3n33XaSkpGDevHmws7NDbGwshg8fjqNHj8Ld3b3G/W7evIlvv/0WnTp1gpOTE86cOVNjXY7jYGVlhaioKLGbZNu2bRXyGkjdhMlUfWcdoNkBVIO6JMPCz5dAIACfr9qxEkJUT3JyMtq16wwrK9X+xbuq3/BRZYehluRuGd6zZw86d+6Mdu3aoVevXjh37hwA4NmzZ+jZsyd2794t13HPnz+PpKQkREVFISoqCtOmTcPhw4dhY2OD+fPn17rvW2+9hefPn+PGjRuYN29enecyMjJCQEAAJk2aJHp4eXnJFTepP3mTKUqGVYO8X2aamvDzRZ8ZQkh9lZWVYffuPXB19ZNrJd6m5Og4AH/+eRV5eXnKDkXtyJUM//rrrxg3bhxMTU2xaNEisZZVU1NTWFpaIiYmRq6AkpOTwefzERYWJirT1tZGaGgozpw5g0ePHtW4r76+PoyNjet1PoFAgKKiIrliJQ3TkG4SNCBK+dSlZZiSYUKIvNLT05Gf/wJ9+/opO5Q6OToOAGOM+g3LQa5keMmSJfD09MTJkyfx3nuSU2L17dsXv//+u1wBXb58Gfb29jAwMBArd3FxEW1XlFu3bkFfXx+GhoawsLDAF198QTfMJiSc7oq6SagndUmGhZ8vml6NEFJfu3btgqWlA6ysuik7lDqZmdnC1LRdjWOlSM3kuov9+eefWLFiRY3bzc3NkZOTI1dAWVlZsLCwkCi3sLAAYwyPHz+W67ivs7Ozg7e3N7p3746ioiIkJydj6dKluH37NhITExVyDlI7+btJaKKyshKVlZXg8eTu6UMaSH1mk6CWYUJI/ZWWluKXX3Zj8OBwle8iAVSNherceQCOHqVBdPUlVzKsp6dXa9eCu3fvSl2qWRbFxcXQ1taWKNfR0RFtV4SNG8XnqQ0MDMSMGTOwadMmzJs3T9QSTRpPQ/oMA1VdXCgZVh51aRmmZJgQIo/09HS8fJmPvn3VZ1U3R0dPbN68AwUFBTA0NFR2OGpDrkxi4MCB2Lp1q9SbS3Z2NjZu3AhfX1+5AtLV1UVpaalEeUlJiWh7Y/noo4/AGJNpGjfScA2ZTQKgn72VTd5uLk1NGB8lw4SQ+khKSoKVlSOsrVW/i4SQo+MACAQCnD59WtmhqBW57mLLli2Dm5sb+vTpAz+/qhGWaWlpyMzMxPr168EYw6JFi+QKyMLCQmpXiKysLACNO/WZlZUVACA3N7eOmlXmzZsHIyMjsbKAgAAEBAQoPLY3UUMG0FXfnygHtQyrrsTERInuXvn5+Q0+Ll3zSHNRXFyM3bv3YNiwj5QdSr1YWNjDxMQcx44dw5AhQ5QdTpNqyHVPrruYg4MDTp48iblz52LhwoVgjOHbb78FULWYxY8//ghbW1t5Dg1nZ2ccPXoUhYWFYoPozp49C47j4OzsLNdxZfH3338DgMxLGa5cuRK9evVqtHjedPL2OW2OyY0qUp9kuOrz1Zw+L9IS1EuXLqF3794NOi5d80hzceDAARQWFsDDw1/ZodQLx3FwcPBslv2GG3Ldk7vDZdeuXZGRkYFnz57h3LlzOHPmDJ48eYLMzEx06dJF3sNi/PjxqKiowIYNG0RlZWVliI2NhZubGywtLQFUdce4efMmBAJBvc9RUFCAsrIyifKlS5eC47hm921KWYQ/s8vbZ7g5JTeqSN3mGaZuNYQQWSUm7kD79s5o29ZB2aHUm6PjAFy48BtevXql7FDUhlx3sX/++QcGBgZo2bIlTExM0KdPH7HtxcXFePr0Kaytret9bBcXF/j5+WHBggV48uSJaAW6Bw8eiM1dHBkZibi4ONy/f1/sPMKE9tq1a2CMIS4uTjTn3meffQag6puC8BuEnZ0diouLkZKSgjNnzmDGjBmN2vpM/kPdJNSb+rQM0+eFECK7goIC7Nu3D++8s1jZocjF0dET5eXlOHPmDAYNGqTscNSCXHcxW1tb6OvrY/369Zg0aZLE9pSUFAQHB8vVagsA27Ztw8KFCxEfH4+8vDw4OTkhNTUVHh4eojocx0mdSeCLL74QTYHCcZwogeY4TpQM29jYwNPTE7t370Z2djZ4PB66dOmC9evXY9q0aXLFTOpPmJxwXP1+oODzm9/P3qpIXaZWoy9PhJD62L17N0pKiuHuPlHZocilXbuuaNGiFY4fP07JsIzkbtIxNTVFUFAQfvvtN3z33XcKneJKS0sL0dHRiI6OrrFOTEyM1FXuKisr6zy+ra0tduzY0aAYScNVVFRAQ4Nf7/kbKblRDdQyTAh5EyUkbEeXLv1gZmaj7FDkwuPx4ODQH8eO0eIbspI7g122bBmioqKwZs0a+Pj44OnTp4qMizQDwmS4vii5UQ2UDBNC3jQ5OTnIyEiHh4fkr97qxNFxAM6dOyualpbUrkHNuZ988gkOHTqEa9euoU+fPrh48aKi4iLNACXD6k1dBtDRLwmEEFklJSUB4NRqoQ1pHB0HoKSkBOfPn1d2KGqhwX0bBg4ciIsXL6JNmzbo378/YmNjFRAWaQ7kTYaFyQ3NDqBc8s4G0tToyxMhRFZxcdvg7DwMhobyraKrKmxsnKCvb4Rjx5rfFGvyUEhH33bt2uHEiRMIDg7G1KlTERUVpYjDkjdceXk5tQyrMXXrJkFfngghtbl58yYuXPgNnp5Byg6lwXg8DXTu3L9ZzjcsD4WNetPU1MS6deuwefNm3LlzR1GHJW8weVuGdXSqFmN56623oKmpKfOD4zikp6cr+mWoNYFAAHf3fuA4TuK9SkhIEKubk5OD9u07iOoKJzdX9dkktLT0AFRNok+IqmOM4fz581izZg2ioqKQmJhIY3KaSFxcHAwMjNG799vKDkUhHB29cPr0KZSWlio7FJUnV5NObTM2TJkyBaNGjUJhYaHcQZHmoSoZrn8iZWHRCZ9+egA5Offqtd+mTbNx8uRJDB48uN7nfFMVFxfjzJlT6NLFU2ylpU2bZuPIkSMIDAwUld29exf379+Dr+9sWFt3AwDY2PSApqZ2k8ddHy1amMLMzAbZ2dnKDoWQWqWmpuKTT+bj+vW/oKmpBR0dfRQU5EFTUxMhIVPwzTdfo1Ur9f75XlUJBALExW2Dm9tEaGnpKDscheja1QvbtlX1G+7fv7+yw1FpjfL7ZqtWreg/LKmTvC3DAODsPLTe++zb9y11rXiN8P0YNux9uLmNF5WfPJkg8V5Vr2tp2fn/2rv7uJrv/3/gj3PRdYqQkosiuarkKklIclEUm5I2aSjGF8lFiFw3DCshyhCaMGKjj8ulYWIzZZhhM0bS5mKILk71/v3RrzPpVKfTOed1Lp73262b7d374nHO+/Q6z/M6r/frrbyQcmBl1ZHOPVFZxcXFmD59BhITE+Do6ImoqDh07NgPQqEOXr78G99/vxspKdFIS0vDN98cQY8ePVhH1jjp6el49OghPv30E9ZR5Mba2glGRqbIyMigYrgWUlUiEyZMAI/HQ2JiIgQCASZMmFDrNjweD9u3b693QKK56lMMy0IgEFJB9J7qZoSQ9FypyxhhSfh8OvdENRUUFGDkyA9w9uxZTJqUiIEDQyrNvW5qag5f3zlwcwvE+vWj4O4+ACdPnqh0EypSfzt37kSLFh3Qrl0v1lHkpnzccD+kp59FVFQU6zgqTap3tfT0dPD5fJSVlUEgECA9Pb3WGyXU9UYKRPuUlJQodVouKoiqqq7AlfRcqctUapKUF/d0AR1RLSUlJfD3H41z585jwYLjsLf3qHZdMzMrREV9hzVrhsPbexguXcpEx44dlZhWc7148QKpqanw81uucbVL584DsH//AhQWFkJfXzOGfyiCVO9q9+/fr/H/CZEF9QyzJ0sxrI49wwKBECJRAesYhFQya9ZsnDhxAvPmHauxEK6gr2+EuXO/QVRUb4wYMRI//3wFDRo0UEJSzbZ3716UlJSif/9xrKPInb39AOzeXYRLly7B3d2ddRyVJb97KBNSRyx6hml6rcq0aZgEnXuiSvbt24eNG+PwyScb4OQ0ROrtDA1NMGfOETx69BjTp09XYELtwHEcEhIS0b27Dxo2tGAdR+5atXJEgwZmSE9PZx1FpVExTJiRdTYJWVHPcFUVz4dQWPk8CAQ6NRTDqj2VmiR07okquX//PiZNmow+fQIxePCUOm9vadkOn3wSh127duHo0aMKSKg9Ll++jOvXf8HAgaGsoygEn89Hp04DkJ5+lnUUlSZVMczn8yEQCOr0IxSqX+8RUS5Zb7ohKxozXFVFb6mknuHiYpHEddWxZ7h8mASde8Iex3GYMGEi9PVNERq6ReYxqu7un8DJaSimTv0/vHnzRs4ptUdCQgLMzVujS5fBrKMojL29By5fvkRT3tZAqne1xYsXa9ygcsKesodJUO9gVdpyAR19ECKqYufOnTh7Nh0LF56EoaGpzPvh8XiYOHEzZs/uhM8++wzR0dFyTKkdnj9/jn379mHkyCjw+QLWcRTG3t4DJSUlOH/+PLy8vFjHUUlSvastXbpUwTGINlL+BXRVv/rXdtUVw5o2ZlgopHNP2Hv27Bnmzo1Av35BcumJbNasDYYPn4MvvliPyZMno1WrVnJIqT127tyJkpJSeHhMZB1FoZo3b48mTazw3XffUTFcDRozTJihqdXYq+kCuveHFahzMUznnqiCRYuiUFgowtixa+W2zxEj5kFf3wRLliyR2z61QVlZGTZvjoeLy2g0bNiMdRyF4vF46NzZE6dOnWEdRWXV613t0aNHyMrKwsuXLyXeonncOM2bpoTID80mwZ4swyR4PPX7DF1e3NO5J+zcvHkTiYkJGDt2rVyLLwODBhg5ciF27w7H/Pnz0b59e7ntW5OlpaXhzz/vISRkL+soSuHg4IlNm3bh77//hrm5Oes4KkemSqSwsBDBwcE4dOgQysrKwOPxwHEcgMo326BimNSE5hlmr67DJAQCoVpeP0DnnrAWETEPzZrZYOjQaXLf96BBk3Hs2FosW7Yce/d+Jff9a6KYmFjY2fXSqDvO1cTBYSAA4LvvvkNgYCDjNKpHpi6eyMhIpKamIjo6GhkZGeA4Drt27cKpU6fg5eWFLl264Nq1a/LOSjSMSKTcqdXKe4apIHpXddOlVTe12vtTsKkLGiZBWDp37hz+9780BAR8BqFQV+7719HRg6/vPOzfvw93796V+/41TXZ2Ns6eTYe3dzjrKErTqJElWre2x6lTp1hHUUkyFcMHDx7E+PHjMW/ePHTu3BkAYGVlBU9PTxw7dgwNGzbE5s2bZQ5VXFyMefPmwcrKCoaGhnBxccGZM7WPdXny5Anmz58PDw8PmJiYgM/n49y5c9Wuf/HiRbi5ucHIyAiWlpYICwujKWqUiHqG2ZOlZ1gd0bknrHAch8jIhWjTphtcXPwUdhwPjxCYmjbFmjWfK+wYmmLt2nUwN2+NXr1GsY6iVA4Og3Hq1GnxN/nkPzIVw3///TecnZ0BAAYGBgBQqYgcNWoUUlNTZQ4VHByM2NhYBAUFIS4uDkKhEN7e3rh48WKN292+fRtr167F48eP4ejoWOPXudnZ2fD09ERhYSFiYmIQGhqKxMREjB49WubcpG5oajX26noHOiqGCamb06dP44cfLiAgYCX4fMWNt9fV1YeXVzj27NmNJ0+eKOw46u7+/fvYv38fvL1nqW17JqsuXYbg8eMc3Lx5k3UUlSPTX2azZs3w7NkzAIChoSEaNWqE27dvi3//6tUrFBYWyhToxx9/xP79+7F69WqsXr0aISEh+O6779C6dWtERETUuG2PHj3w7Nkz/PbbbwgPr/nrj8jISJiZmeH777/HpEmTsHz5cmzatAknTpyQqhea1B/ddIO96m6kIeliQ2WfL3ni84UoLaVzT5SL4zgsXrwEdnYucHIaqvDjDRo0GQKBLjZt2qTwY6mrtWvXwdDQFB4eE1hHUbqOHftCV1cfJ0+eZB1F5chUDPfq1QsXLlwQ/7+Pjw/Wrl2Lr776Cnv27EFMTAxcXFxkCnTw4EEIhUKEhv53a0Q9PT1MnDgRmZmZyMnJqXZbIyMjNGzYsNZjvH79GmfOnEFQUBCMjIzEy8eNGwcjIyMcOHBApuykbsrHDCu3Z5jGDFdW12ES6njDDYB6hgkbZ86cweXLl+Dnt0QpF54aGTXEgAEhiI/fgrdv3yr8eOrmyZMn2LFjO7y8wqCvb8w6jtLp6hqgUyd3HD9+gnUUlSNTMTxjxgy0adMGRUVFAIAVK1agYcOGCAoKQnBwMExNTREXFydToOzsbNjZ2cHYuPILtWJYRnZ2tkz7fdf169dRUlKC7t27V1quo6MDJycnZGVl1fsYpHbKHyahQ9NrvUd7hknQuSfKt2LFStja9kSXLkOUdkwvr+n4998XSE5OVtox1cXatesgEOhi6NDprKMw4+Q0FOfPn6NbM79HpmLYzc0NGzZsgJ6eHgCgZcuWuHXrFrKysvDLL7/g1q1bMs91mJubC0tLyyrLLS0twXEcHj9+LNN+3z8Gj8er9jjyOAapnbJnJ6Dewaoqno/3z4NAoFNlWIE6zyYhENAwCaJcP/zwA86fP4eRIyOVOh1hs2Zt0L27D+LiNtKFUu/Iy8tDfHw8hg4Ng7FxI9ZxmOna1RvFxcU4e/Ys6ygqRW7dPHw+H126dKn3fgoKCsRF9rv09fXFv5fHMQBUexx5HIOU4zgOp06dktgrd/36NbRsOUBpWQQCIa5fv4Zjx45V+Z2Ojg4GDx6slnPo1tWVK1fEF9gcOXIEgOSe4adP/6n0XB09ehSAej4/AoEQhYWFOHv2LAYMUN5rjmivVatWo2XLTujRw1fpxx46dDpWrhyEc+fOoX///ko/vir67LNVEAh0MWyY9kynJomlZTtYWtri2LE0+Pj4sI6jMupVDP/111+4d+8eXrx4IfET6IcffljnfRoYGIiHX7yr4oK8itkr6qNiH9UdR9pjhIeHw9TUtNKywMBAmtD6HQkJCZgyZUq1v7e2dlJalopjVdcAxMfH15hVE9y8eRM9e/astKx1a3vw+YJKy1q1cgRQ9blydVXP2VZatrQHAHh4eODQoUMytU3qJCUlBSkpKZWWvXz5st77pTZPOjdv3kRa2jFMnZqk0BkkquPgMBAtWnTApk2bqRhGea2ydesWfPBBlFb3Clfo2nUY0tIOgeM4jeoAqk+7J1Mx/Ndff2HChAnibnZJhTCPx0NpaWmd913dMIXc3FwAQPPmzeu8T0nH4DhOvM/3jyPtMWJiYtCtW7d659FkeXl50NMzxMaN96r8js/nw8SkqdKyuLt/gm7dhkm8dfj06Tb4+++/lZaFlYpZYJYvPw8Li3YAAENDkypv2E5OQ7B9+9MqQwuMjc2UE1TOOnbsix07nmHChMZacZ4lFahXr16tcp1EXVGbJ521a9eiSZMWcHP7iMnxeTwePD2nIDl5drVDD7VJVFQUjIwaYdiwmayjqIRu3Ybjf//bgGvXrsHJSXkdUopWn3ZPpmI4ODgYmZmZmD9/Pnr16lWlp6A+nJyckJGRgfz8/EoX0V26dAk8Hk8uJ87e3h5CoRBXrlyBn99/k6CLRCJkZ2cjICCg3scg5UpKStCwYVM0bNiMdRQAqLb4NjVtqhXjiSseo5mZVa3npEGDxsqIpDTGxmbQ1dXXivNM2Hn8+DH27t2LMWNWMR1j37//OKSkzMf27duxaNEiZjlYy87Oxp49ezBhwiatnEFCkk6d+sHIyARHjx7VqGK4PmT6/ubSpUuYN28eoqOj4evri/79+0v8kYWfnx9KSkqQmJgoXlZcXIykpCS4uLjAysoKQPkUKbdv35ap99nExASenp5ITk6udLOQ3bt3482bN3TjDTkSiURqMR2XtlxcVzF2Wx3OiSKUT69Hs0oQxYmLi4OOjj4GDgxhmsPIqCFcXQORmLhNpvdJTcBxHMLDZ6F5czsMHBha+wZaQijUhaPjUBw58g3rKCpDpnfEFi1aoFEjxYy7cXZ2hr+/PxYsWIC8vDzY2toiKSkJDx48wM6dO8XrzZ8/H7t378b9+/fRqlUr8fKVK1eCx+Ph5s2b4DgOu3fvxvnz5wEACxcuFK8XHR2NPn36oF+/fpg0aRIePnyIL774AkOGDMGgQYMU8ti0kbpMx6UtN+Sobl5hbaEtH3oIG/n5+di6NQEeHqEwNJTfN6ayGjRoMs6e3YGTJ0/C29ubdRylS01NRUbGWcyfn6a2M+EoSs+eIxAX9zEePnyIli1bso7DnEzviHPmzMGmTZswadIkGBoayjsT9uzZg6ioKCQnJ+PFixdwdHREWloa+vTpI16Hx+NJvDBh8eLF4gHhPB5PXEDzeLxKxXDXrl1x5swZzJs3D7NmzUKDBg0QGhqKzz77TO6PR5upSzEsFGrHPLRUDFMxTBQnKSkJ+fmv4e0dxjoKAKBt256wsXFCQkKi1hXDb968QXj4LHTrNgzdumnXY5dG167eEAiEOHLkCKZP1955lyvI9I44efJklJaWol27dvDz80OLFi0gEFS+Gp3H49V6S+Tq6OrqYs2aNVizZk216+zcubNST3EFSRdHVcfV1VXca0wUQ13uWqZtPcPqcE4UgYphoihlZWWIjd0AZ+dRaNKkVe0bKAGPx4OHRyiSkmbg8ePHcrkAXV2sWLESeXl5mDs3nXUUlWRk1BAODgORmnqYimHIWAzfuHEDn3/+OXJzc7Fx40aJ69SnGCaao7xnWPW/ntKWIqm6m2xoC4FARyvOM1G+Y8eO4Y8/fsf48XtYR6mkb9+PkZw8B0lJSYiMjGQdRymuX7+O9evX4cMPF8PCoi3rOCrL2flDfPnlFPzzzz9o2lR5MzupIpkuoJs0aRJevnyJhIQEZGdn488//6zyc+9e1am0iPZRl2ES1DOsHbTlQw9RvtjYDbCz6wU7OxfWUSoxNDRF794B2Lbtyzp9c6quSkpKMGHCRFhatsOIERGs46i0nj1HAgAOHz7MOAl7MhXD2dnZiIyMRGhoKBwdHdG6dWuJP4TQMAnVQmOGteM8E+W6fv06zp5Nh5eXas5j6+ERgvv3/0R6uuYPGYiJicHPP1/B5MnboaNT9S6z5D+mpubo3HkA9u8/wDoKczIVwzY2NvLOQTSUSCRSi8JLW4qk/6ZWE9Sypmbi82lqNSJ/sbEb0LixFXr1GsU6ikTt27uiZcuO2LbtS9ZRFOrmzZuIiorCsGGzYGfXm3UctdC7dwAyMs4iLy+PdRSmZCqGly1bhs2bN+Phw4fyzkM0DPUMq5byYSsCjboFZ11oy4ceojxPnz7FV18lY/Dg/1PZsfg8Hg8DBoTgyJHDePr0Kes4ClFUVISPPx4Lc/O2GDNmBes4asPFZRT4fAEOHNDu3mGZqpRz586hYcOGaN++PTw9PdGyZUuJs0ls2LBBLiGJ+lKXYlhbLqxSlzHciqItH3qI8iQmJoLjeCp/U4d+/YKwd+987NmzRyMvbl+4cBFu3ryJ6OjL0NU1YB1HbRgbm6FLlyFITv5Kq2eVkOldcdOmTeL/PnbsmMR1qBgmgPoUw9pSJKnL+VAU6hkm8iQSibB5czzc3D6GiUkT1nFqZGLSFD16jMS2bV9i5syZGvXt0MmTJ7F+/TqMHbsWNjZdWcdRO337BiE2NgB3795Fu3btWMdhQqZhEmVlZbX+aOvtH0ll6tITqS1FkrqcD0XRlg89RDlSU1Px+HEOvLxmsI4iFU/PSbh161dkZmayjiI3OTk5GDs2CE5OQzF8+CzWcdRSjx6+MDIyxa5du1hHYabOxXBhYSHi4uJw7tw5ReQhGkYkUo/iSyAQorhY8y+s0vZiWFs+9BDliI3dAHv7AWjd2pF1FKnY23ugWTMbbNu2jXUUuRCJRAgIGAOO08W0absl3pWW1E5XVx+9e49BUtIure3IrPMrR19fHzAqAtkAACAASURBVPPmzcPt27cVkYdoGHW56Ya29BiWlJSo7EU+yqAtY8OJ4v3000+4dCkTQ4eqR68wAPD5fAwYEIJ9+/bj33//ZR2n3iIi5uHSpUsIC9sPExPtvmlEfXl4TEBOziOcPn2adRQmZPoYZW9vj/v378s5CtFENLWaahGJRFo9ZpimViPysmHDBjRrZoMePXxYR6mTAQPGQyQqRnJyMuso9bJv3z7ExsYgKGgdOnTowzqO2mvbtiesrR2RkJDIOgoTMhXD0dHRSEhIwJkzZ+Sdh2gYdblgSyDQgUik+cWwtg+T0JZvAIhiPX78GAcOHMCQIdPVbs7uRo0s0b27LxISEsFxHOs4Mrl27RomTJgAN7eP1Wa8tqrj8XgYOHAyjh79Fjk5OazjKJ1MxfCmTZtgZmaGIUOGwNbWFoMGDYKvr2+lnxEjRsg7K1FD6jRmWBuKJG0vhrXlPBPF2rJlC4RCPXh4TGAdRSaDBn2KGzeu4+LFi6yj1NnTp08xYsRIWFp2wOTJiRo1KwZrffuOhY6OPhITta93WKZ3xV9++QU8Hg+tWrVCaWkpfv/99yrr0AuUAOpTfGlLkaQu50NRyodJvGUdg6ixgoICbNmyFf37j4ehoSnrODJxcPCEhUUbbN26FX36qM8QA5FIBD8/f/z77xusWvU99PQMWUfSKIaGJujXLxhbtmxFZGQk9PS053bWMr0r0nhh7cNxHGJiYnDjxo06bXftWhaGDnVTUCr5UYWvz1+/fo2FCxciPz9fIfs3NDTE5s2b0apVJ4XsXx0IBEKcPHkCz58/h5mZmXj5lStXEB8f/856AixduhRWVlYsYhIV9tVXX+H582fw9lbfr+f5fD48PafgwIGF+OKLL9C0qepffMZxHKZNm44ffvgBUVHfoUmTVqwjaSQvr+k4dSoee/fuxfjx41nHURrt7SIidZKTk4PZs2eDz+fDzs5F6u06dOiDfv2CFJhMPgQC9hdWff3119i4cSPat3cBjyffKYJ+++2/r0O9vDTv7lPSGjgwFJmZB5CUlIRZs/6bk3TRoiicPHkCHTq4Aih/vpo0aYJVq1axikpUUHmnQCy6d/eBhYUt6zj1MmDAeBw4sAjbt2/H/PnzWcepVXx8PBITEzB58jZ07NiXdRyNZWXVAd27D8e6desRHBysNdPV1asY/v7775GWloYHDx4AAFq3bo1hw4ahf//+cglHVEdFr2lk5Ek4OnoyTiN/qjBMoqSkBDweDytWyH9C/CtXjuLzz33RokVHDBwYIvf9qwtHR080aNCoyrkWiURwdQ3AzJn7AADh4e2Zvx6I6jl16hR+/fUmlizZVPvKKq5Bg8ZwdQ1EfPwWzJkzB0Kh6vaNnT59GmFhYfD2nqnV7ZeyjBgxD4sX90VaWhp8fNRrthRZyVTyFxcXY9SoUfDw8MC6detw+vRpnD59GuvWrYOHhwf8/PyY97IR+ao4n5o63lQVhkkocho6TT1vspD0LcD7s56owjcFRPWsX/8F2rTphk6dNKPDZ+jQ6Xj48C988803rKNU67fffoOfnz8cHAZh3Lh1rONohQ4d3NCxoxtWrFiptjOO1JVMxfCyZctw+PBhzJ49G7m5uXj+/DmeP3+OJ0+eYM6cOUhNTcXy5ctlDlVcXIx58+bBysoKhoaGcHFxkXoat5cvX2LSpEkwNzeHsbExPDw8kJWVVWU9d3d38Pn8Kj/e3t4y59ZkFYWiOtxAQxaq0jOsqBtiVJw3LWnXaiTpxhvvz3pCN+cg77t+/TpOnz6FYcNmacwF4m3adEPHjm6Ijd3AOopEz58/x/DhPjA1tcLMmfvUbho7dTZq1GL89NOPOHHiBOsoSiFTd9HevXsRHByMzz//vNJyc3NzrFmzBnl5edizZw9WrFghU6jg4GCkpqYiPDwctra2SEpKgre3NzIyMuDq6lrtdhzHwdvbG9evX0dERAQaN26M+Ph4uLu74+rVq2jbtq14XR6Ph5YtW2L16tWVPvk0b95cpsya7r9iWDN7GFWh+FHkTA+aet5kIemDT0lJCQwMdGpch2i3devWoWnTlujdezTrKHLl7R2O9etH4cqVK+jRowfrOGIikQijRvnhn39eIDr6R7WduUNdOTh4okOHPoiMXIghQ4Zo/Nhhmd4hc3Nz0atXr2p/36tXL+zbt0+mQD/++CP279+P9evXIzy8/EKfoKAg2NvbIyIiAhcuXKh226+//hqZmZk4dOgQPvjgAwCAv78/7OzssGTJkip33DE1NUVgYKBMObWN5hfDQpSWsi+GFXWDEk09b7Korhh+9zlShWEzRHU8evQIe/fuRWDgao27nXnPniNgYdEGa9euw/79sr1vyxvHcZg69f9w4cIFLFp0Bs2atWEdSevweDwEBq7CkiX9sH//fo2vlWQq9Vu0aIGMjIxqf//999+jRYsWMgU6ePAghEIhQkNDxcv09PQwceJEZGZm1nhnlEOHDsHCwkJcCANAkyZNMHr0aHzzzTcSxwCWlpbizZs3MmXVJhWFgTrcTU4WqtATqMieYU09b7KQVOhSMUxqEhMTCz09I3h6TmIdRe74fAG8vWfh4MGvce/ePdZxAJTf6vrLL7chJGQrOnXqxzqO1urYsS969PDBggWRKCwsZB1HoWQqhoODg3HgwAF8+umnuH37NkpLS1FWVobbt29jypQp+Prrr/HJJ5/IFCg7Oxt2dnYwNjautNzZ2Vn8++pkZWWhW7duVZY7Ozvj7du3uHPnTqXld+7cgZGRERo0aABLS0ssXryY3gCroek9w6pQ/NAwCeWormf4/QvoWL8eiGp48eIFEhISMGjQVBgYNGAdRyEGDBiPBg0a4/PP17KOgrS0NMyaNQu+vnPV9g5/mmTs2HXIycnB2rXsXxuKJFMxHBkZiXHjxiExMRGdOnWCvr4+9PT00KlTJyQkJGDcuHGIjIyUKVBubi4sLS2rLLe0tATHcXj8+LFM2wKotK2trS0WLlyIffv2Yc+ePXBxccHKlSsRFKT6c+KyoOnFcHnxw3b2ACqGlUPSB5/3Z/JQhQ9HRDVs2rQJIpEI3t5hrKMojJ6eIby8ZiIpaWeN77GK9ssvvyAgYAx69PDFRx+tZpaD/Kd5czt4e8/EZ599pjLfHCiCTO+QAoFAPGn9//73v0rzDHt7e8PR0VHmQAUFBRJvAaivry/+vSzbchxXadtt27ZVWufjjz/G5MmT8eWXXyI8PFzcE03K0WwSildeDCt2NglNuQq+PoTCqhdLvv9BRBUuqCTsvXnzBrGxG+DuPhENGzZjHUehhg6dhrS0dVi1ajU2boxT+vGfPHmC4cN9YG5ui+nTkzX+gi114ue3GJmZ+/Hpp1Nw8uQJjXwfqVd3kaOjY70KX0kMDAxQVFRUZXnFeBUDAwOZtuXxeDVuCwCzZ8/Gtm3bcObMGSqG36PpPcMVPYEcxzH7Q6eeYeWobszwu8MkqGeYAEBCQgJevnyJESMiWEdROENDEwwbNhuJicsxd+4ctGqlvNsdv337Fj4+vnj7tgQrVx6Fvr5x7RsRpdHXN0ZIyFasWuWNHTt2YOLEiawjyZ3KvUNaWlpK/JomNzcXQM1Tn1laWorXq+u2ANCyZUsA5XMbSiM8PBymppWnewkMDNTIqy614QI6ACgrK4NAwGYuS7qATjkkfQtQWvp+zzD7YTP1kZKSgpSUlErLXr58We/9alObV1BQgM8/X4u+fYPQtGlr1nGUwstrBo4fj8XSpcuwY8d2pRyztLQUH388Fjdu3MTSpefRuLFsF98Txera1Qvu7uMRFjYTAwYMQJs2qjfDR33aPanfIevaA8zj8XDt2rU6bQMATk5OyMjIQH5+fqWL6C5dugQejwcnJ6cat5U09dqlS5dgaGgIOzu7Go/9xx9/AACaNm0qVdaYmBiJF+xpIk2/A13F4yovSNkUwyKRSOFTq2nL3YRqwudLvgPd+8VwcfFbZUeTG0kF6tWrV9G9e/d67Veb2rxt27bh6dN/8OGHsl3/oo4MDBrggw+isGtXOMLDZ8LBwUHhx5w9ew6+/fYbzJlzBG3aaMdrS1198kksfvvte4wZE4gLF85DV1eXdaRK6tPuST0ox8zMDI0bN671RyQS4caNG7hx40bdHwkAPz8/lJSUIDExUbysuLgYSUlJcHFxgZWVFYDy8UUVM1m8u21eXh5SU1PFy54+fYqDBw/C19cXOjrl4yZfv36N4uLiKsdeuXIleDwehgwZIlN2TabpwyQqxtSy/GqchkkoR/VTq+nUuA7RHgUFBVi1ajXc3MbCwsKWdRylGjz4U1ha2iIsbKbCPzyvX78eGzbEYvz4jejRw0ehxyL1Z2hoghkzUpCVlYU5c+ayjiNXUr9D1jSvMFBenK5ZswYJCQkQCAQyz8rg7OwMf39/LFiwAHl5eeI70D148AA7d+4Urzd//nzs3r0b9+/fF49t8vPzQ2xsLMaPH4+bN2+iSZMmiI+PR1lZGZYuXSre9urVq+JPELa2tigoKEBqaioyMzMxefLkGnuftZW2DJNgXQwr6vnV1PMmC2nmGVaFCyoJO1u2bME///yNyMhFrKMonVCoi3HjYrFqlTcOHDiAgIAAhRznq6++wpw5czBy5HwMGTJVIccg8mdr64xx42KwceM09OjRHePGjWMdSS7q/Q6Zl5eH1atXIzExESKRCGPHjsXChQsr3fq4rvbs2YOoqCgkJyfjxYsXcHR0RFpaGvr06SNeh8fjVbnalM/n4/jx45g7dy42btyIgoICODs7Y/fu3WjXrp14vdatW6Nfv344cuQInjx5Aj6fj44dOyIhIQEhISEy59Zkmt4zXFEsSroxi7LQHeiUQ/I8w6Iq8wwXFlIxrI1ev36Nzz5bhf79x2tdr3CFrl290KvXh5gxIwyDBg2CmZmZXPd/9OhRBAcHw919PAIDP5PrvoniDRkyFX/+eRWhoaFo06YN3NzcWEeqN5nfISt6gt8tghctWiSXQdW6urpYs2YN1qxZU+06O3furNRTXMHU1BSJiYmVhlm8z9raWubbRWsrbZhaDWDfM6yoW73S1Gr/KZ82rbYxwzS1mrb64osv8Pr1a/j5LWYdhakJEzZhzpzOmDJlKvbtS5Fb23Hq1Cn4+/ujR48RmDw5kdokNcTj8RAaugV//30Pvr4j8MMPF9CxY0fWseqlzhP5PXnyBDNnzkTbtm2xefNmjBkzBrdv38aOHTtU8upCIh//DZNgc3GZoqlKMUw9w4onEAghEtEwCVJVXl4e1q5dh8GDp6FJk5as4zDVqJElJkyIx4ED+yV2PMni+PHj8PX1RefOnggLS6F2SY0JhbqYPTsVJibNMWjQYPH9JtSV1MVwbm4uwsLC0KZNG8THxyMwMBC3b9/G9u3bYWNjo8iMRAWUF2p8jZ0IvaIIpWJY870/ZrisrAwcx9E8wwRLliwFjyfEBx8sYB1FJfTpMwYeHiGYOnUqLl++XK99HThwACNGjICDw2DMnn0IQqFqzURA6s7YuBEWLDiJ0lJdDBjggUePHrGOJDOp3yHbtm2LoqIiODk5ITIyEjY2Nnjx4gVevHhR7TbaMgWPNlDkTAeqQNN7hukCuv+83+sraTw89Qxrn5s3b+LLL7fho4/WoEGDxqzjqIyJEzchJ+dXDB/ugwsXzqN9+/Z12p7jOKxZswYLFixA375jMWXKDoUNByPKZ2bWHFFR6Vi2rD/693fH2bPpSr1hi7xI/Q5ZcQe4rKwsjB49usZ1K+7i9e60Z0S9UTGseIq8HbOm9ujLonwOYSqGyX84jkNY2EyYm9tg6NBprOOoFB0dPUREfCsudk6cOC71jEvPnz9HSEgoDh9OxYcfLsLo0cuoLdJATZu2xuLFGVixwgNubn3x3XdnKk1aoA6krm7kNWaIqL74+HjMmjULenr64mWvXr2EoWEDhqkUS0/PCADQsWNHHD58GCNHjpTLftPS0jB69GipekJevXoJN7eP5XLc6rRpU7+bLmgCPT0jZGT8AFPThgCAgoK34uXvrvP773fE6yiLSFSM5s1b4Ny5jFrvmEnkJzU1Fd99dwbz5h2Fjo4e6zgqp0GDxoiKSsfq1d5wde2DuLgNmDhxYrUXv5WVlWHfvn2YNWs23rwpxJw5h+HsLJ82lagmc3NrLF16DtHRg9CnjxtOnDiuVqMDpC6Gg4ODFZmDqJC0tDQUFRVh9OjoSss7dFD/6VOqY2PTFTNn7kdsbABOnjwpt2L41KlTePv2LYKC1km1ft++Y+VyXEkOHKC7zwFAQMAKNGvWptINBYyMGqJHD1/x//v6zoWhoSnKypT77dbTp3/h+PE43Lhxg4phJcnPz0dY2Ex06zYM3bsPZx1HZZmammPp0nPYuXMGQkNDsXVrAsLCZmDo0KFo2rQpOI7DvXv3cPz4cWzZshW//noTzs4fYMKEjTAzs2IdnyhB48YtsHTpeaxe7Y1+/fojNfUQBg8ezDqWVDT3e28iM5GoBC4ufvDxmc06ilK5uo5GWtp6uX49XlJSgjZtumrdc6nKjI0bYfjwWTWuo6dniGHDZiop0X9evMjF8eNxNERDiRYtisLTp8+wYMFG1lFUnp6eIT799Ev06xeEgweXiW+4YGBgiNLSEhQXF0MgEKJbt2FYvjwBHTr0qWWPRNOYmDTB4sXpiI0NgLe3N7Zu3aoW92+gYphUocgLuVSdvMeKavpYayJfqjB2XZtcvnwZcXEb8PHHn8PcnGZFklanTv2xeHE6nj17hDt3MvH8eQ4EAiHMzdugfXtXGBkpd3gRUS36+saYO/cb7NgxHaGhobhz5y5WrfoMAoHqTs1K79KkCm0u4OQ9pZY2f7AgdacKU/xpi4KCAgQHf4K2bXsw+RZAEzRu3AK9e/uzjkFUkEAgREhIPCwt7bB+/RzcunULX32VDBMTE9bRJKLLOkkVIpH2FsPUM0xYop5h5YmImIc///wTU6cm0d8oIQrA4/EwfHg4IiKO4uzZ7+Hi0hu///4761gSUTFMqtDm3kzqGSYsUTGsHMeOHcOmTRvx0Uefo0WLTqzjEKLRunXzxooVl/DypQg9evTE8ePHWUeqgophUoU292bKuxgWiURUDBOpVbxWRCIR4ySa68GDBxg3Lhjduw+Hl9d01nEI0QotWnREdPSPaNu2D4YNG4bly5ejrKyMdSwxKoZJFdpcDNMwCcISn19+gQn1DCtGQUEBPvxwFHR0GuD//m9XtfPkEkLkz8ioISIivoW//1IsXboUw4YNx7Nnz1jHAkDFMJFAm7/a5/OFEIlomARhg8/ng8/nUzGsAGVlZQgO/gQ3b/6K2bMPw9jYjHUkQrQOn8+Hn99iLFhwHJmZP6FLFyf88MMPrGNRMUyqEolEWtubKRAI5foVtTZfjEhkQ7eClj+O4zB3bgQOHvwa06Ylw8amK+tIhGg1J6chWL06CyYm1ujXrx+WL1/OtN2jYphUUf7Vfu23D9ZEAoGOAoZJaOdzSWQj79cgAaKjo/HFF+sRHByLXr0+ZB2HEILyqfkWLz6LDz9chGXLlqFfv/74448/mGShYphUoc3jXGnMMGGNeoblh+M4LF++AlFRUQgIWAFv7xmsIxFC3iEQCDF69DIsXfo97t3LhaNjF2zevFnpF9dRMUyq0OYCrnyYBM0mQdiR91AdbVVaWoqwsJlYsmQxxoxZiVGjFrGORAipRocObli79hf06ROEadOmoW/ffvj111+VdnwqhkkVpaXae9GXIuYZ1tYPFkQ21DNcfy9evICPjy82b96EkJB4fPjhQtaRCCG10Nc3RmjoFixdmoEHD/5Bly5dMGfOXLx8+VLhx1bJYri4uBjz5s2DlZUVDA0N4eLigjNnzki17cuXLzFp0iSYm5vD2NgYHh4eyMrKkrjuxYsX4ebmBiMjI1haWiIsLAxv3ryR50NRS9pcwMm7EKEL6EhdUTFcP5mZmejatRvOn7+I+fPTMHjwFNaRCCF10KlTf3z++S8YNWoJNm+Oh61tO2zatAnFxcUKO6ZKFsPBwcGIjY1FUFAQ4uLiIBQK4e3tjYsXL9a4Hcdx8Pb2xr59+zBjxgysXbsW//zzD9zd3asMys7OzoanpycKCwsRExOD0NBQJCYmYvTo0Yp8aGqBimGaWo2wQ8WwbF69eoXw8Flwc3ODvr4lVq++CienoaxjEUJkoKOjh1GjFiEm5jbs7YchLCwMtrbtsGXLFhQWFsr9eCr3Lv3jjz9i//79WL9+PcLDwwEAQUFBsLe3R0REBC5cuFDttl9//TUyMzNx6NAhfPDBBwAAf39/2NnZYcmSJUhOThavGxkZCTMzM3z//fcwMjICALRu3RqTJk3CmTNn4OnpqcBHqdpomAQNkyDsyPs1qOmKioqwfft2LFu2HC9fvkJg4CoMHz6L/u4I0QCNG7fA1Kk74es7F4cOrcC0adOwePESTJnyKUJCQtCqVSu5HEfleoYPHjwIoVCI0NBQ8TI9PT1MnDgRmZmZyMnJqXbbQ4cOwcLCQlwIA0CTJk0wevRofPPNN+KLUl6/fo0zZ84gKChIXAgDwLhx42BkZIQDBw4o4JGpD20u4Gg2CcIa9QxLJzc3F9HR0bC2tsG0adPQocNgxMT8hhEjIuhvjhAN06JFJ4SFpSA29ja6dx+NdetiYG1tjcGDh2DXrl148eJFvfavcsVwdnY27OzsYGxsXGm5s7Oz+PfVycrKQrdu3aosd3Z2xtu3b3Hnzh0AwPXr11FSUoLu3btXWk9HRwdOTk7VjjHWBhzH0U035HglPw2TIHVFxXD1/vzzT2zZsgWDBg1GixYtsGJFNDp1GoaYmFuYNm03mjSRTy8RIUQ1WVjYYuLETdi69TEmTUpETk4hxo8fj6ZNm8LdfQBWrVqFixcvoqioqE77Vbl36dzcXFhaWlZZbmlpCY7j8Pjx4xq37d+/v8RtAeDx48fo3LkzcnNzwePxqj1OTUMxNF3F3H7aWsDx+UKUlsp3ajVt/WBBZFN+S3DtnlqtuLgYDx48wJ07d3Djxg1cvXoVmZmX8PDhXxAIhOjUqR9CQragd+/RMDJqyDouIUTJDAwaYODAEAwcGILnz3Nw5cq3yMr6H1as+AyRkZHQ1dWFg0MXtGxpJdX+VO5duqCgAHp6elWW6+vri38vy7Ycx4m3rfi3unVrOsa7Nm/eLLGgVmcVn6Z+++08zM2t2YZh4LffziM39zEWLZLPnKQPHz6AsfF53LiRLpf9Ec3355/XEB9/DY0aNZLrfnNzc+u9j40bN6JZs2YAyr9Fqvj33Z+ysjLxT2lpKUpLSyESiVBSUoLi4mIUFRWhsLAQb9++RX5+Pl69eoV///0Xz58/r3Gi/datHTF0qC86dXKHoaEpAOCPP67U+zFVj1PgvlVTxTnVFtr2eMtp5mM2N7fBkCH/B0/PyfjzzyzcvXsJv/9+BT///JNU26tcMWxgYCCxe7vi6kEDAwOZtuXxeOJtK/6tbt2ajvGuHTt2SLWeOsrISEJGRhLrGMxER0fLbV+3bp3H8uUD5bY/oh3k+RqUl6SkJGbHfvDgFzx48AtOnNjELAMhRDOpXDFsaWkpcShERa9G8+bNa9xWUu/H+9tWDLmobt2ajvGuLVu2wM7OTqp11YmBgQEsLCxYx2Dm0aNHcvuaWigUomXLlnLZF9EOIpEIjx49kvt+79y5gylT6jfn7tatW9G+fXsAAI/HE/9b8d98Ph88Hg98Ph98Ph8CgQBCoRBCoRA6OjrQ0dERr8uSKmSQF015LJryOADNeSya8DiuX78OLy+vWtdTuWLYyckJGRkZyM/Pr3QR3aVLl8Dj8eDk5FTjtpLG+166dAmGhobiwtXe3h5CoRBXrlyBn5+feD2RSITs7GwEBARIldXZ2VniBXtEvdnY2LCOQLScIj5kN2xY/7G1PXv2pDaPEKI28vLypFpP5WaT8PPzQ0lJCRITE8XLiouLkZSUBBcXF1hZlQ+GfvLkCW7fvo3S0tJK2+bl5SE1NVW87OnTpzh48CB8fX2ho6MDADAxMYGnpyeSk5Mr3XFu9+7dePPmDd14Q05SUlLqtFyWfVWYPn26zPtWB3V9XIp8Hir2/f4x6nLMumw7ffp0pKSkVHvc2vatTJr6+iPSk/QakPV1UdvfRX32rQ7q06bI27ttkCzHrMu2KSkplc6vNMehdq+eOBU0evRoTldXl4uIiOASExM5V1dXTldXl7tw4YJ4neDgYI7H43EPHjwQLystLeV69+7NmZiYcMuXL+fi4+M5e3t7ztTUlLtz506lY1y9epUzMDDgunXrxm3dupVbuHAhZ2BgwHl5edWa7+eff+YAcD///LP8HrQG8vHxqdNyWfZVoVmzZjLvWx3U9XEp8nmo2Pf7x6jLMeuybbNmzTgfH59qj1vbvpVJlV9/9Wm3qM2TnqTXgKyvi9r+Luqzb3VQnzZF3t5tg2Q5Zl229fHxqXR+pTkOtXuSSdt2qVzPMADs2bMHM2fORHJyMsLCwlBaWoq0tDT06dNHvE7FuLR38fl8HD9+HAEBAdi4cSMiIiJgbm6Os2fPol27dpXW7dq1K86cOQNDQ0PMmjULX375JUJDQ/H1118r5TESQgghhBD2VG7MMADo6upizZo1WLNmTbXr7Ny5Ezt37qyy3NTUFImJiZWGWVTH1dUV58+fr1dWQgghhBCivlSyGCaKk5KSgsDAQIXt+92xQ0ePHoWvry9ycnKQk5MDKysrWFlZiZdXCAwMrJJJ0r66d+8uHjNeVFSEa9euobCwEAUFBSguLoaenp743+bNm8PBwUHivpVNlue8uueywvuPq67r1yVHxb8V5zEvLw8WFhbIy8uDnp4e9PX1YWBggLy8vGqPKSnfuzOWvLvt9evXkZeXB5FIhNLSUnAch6NHjwL47+pmU1NT2NrawsrKCq1bt8aDBw8q7fvd14oiXwOKeN4V+4HCwgAADBZJREFU+TeqrZTd7nXv3h05OTkAACsrK1y9elWq10VNr6fr16+Lbzmr6m0eoPh2T5FtXmBgIFJSUrBu3Trxeay4EKvi/gT6+vp49eqVXNq8nJwc/PXXX3j16hXKysrEd6B8dzYHQ0NDmJiYwMrKCnPmzBEf4939q2u7pxJtnnJGbWgWdR4/p8yxPfIeM6yu4+fkkYnVmOGaxj+q8phhVq8DFudaWto8Zph1uyfr8SvatZp+p4ptHscp/29BkW1exXJVHzOsru2eInOr9ZhhQgghhBBClIGKYUIIIYQQorVozDBRmOrGAMkyNqhiDFd1/P39Zd63Oqjr41Lk81Cx7/ePUZdj1mVbf39/uLq6Sn2c2l4riqSprz8iPUmvAVlfFxXjPyXR9DYPqF+bIm/1Pa91afMCAwPRunXrOh2D2r36oWJYBgUFBQCAW7duMU5Sdy9fvsTVq1eVcqz27dtLPFZ1y2vbV03Zx48fj6tXr8q0b0WTx3Ne18clr+dBUvaKfb9/jLocsy7bjh8/Xvzf0pzj2l4riiSP511R2Svaq4r2qy7Uuc0D2Ld7sr4ujI2N1bLNA5Tf7imyzavYPwCltHnt27ev1M6+f9zqtlHXdk+RuaVu9xQ2almDJScncwDoh37oh37U7ic5OZnaPPqhH/rRqp/a2j0ex3EcSJ08ffoUJ0+ehLW1NQwMDFjHIYSQWhUUFOD+/fsYMmQImjRpUqdtqc0jhKgjads9KoYJIYQQQojWotkkCCGEEEKI1qJimBBCCCGEaC0qhgkhhBBCiNaiYpgQQgghhGgtKoYJIYQQQojWomJYzkJDQ8Hn8+Hr68s6Sq3S09MxceJEtG/fHkZGRmjbti1CQ0Px5MkT1tEAAMXFxZg3bx6srKxgaGgIFxcXnDlzhnWsWl25cgXTpk2Dvb09jI2N0bp1awQEBODu3buso9VZdHQ0+Hw+HB0dWUeRytWrV+Hr64vGjRvDyMgIDg4O2LRpE+tYtfr9998xZswYtGzZEkZGRujYsSNWrFgh0w0yWFCXdk/V2zyA2j1VQO2e4qlam0dTq8nRlStX4OrqCh0dHQwcOBDffvst60g16tmzJ168eAF/f3+0a9cO9+7dw8aNG2FkZITs7GyYm5szzRcYGIjU1FSEh4fD1tYWSUlJ+PHHH5GRkVHp9ryqxt/fHxcvXoS/vz8cHR3x5MkTbNy4Efn5+bh8+TI6derEOqJUcnJy0L59e/D5fFhbW+OXX35hHalGp06dgq+vL7p164aAgAAYGxvjjz/+QFlZGVavXs06XrUePXoEBwcHNGrUCJ9++inMzMyQmZmJnTt3YsSIETh8+DDriDVSp3ZP1ds8gNo91qjdUzyVbPPqfv81Uh1XV1cuJCSEs7a25nx8fFjHqdX58+erLDt37hzH4/G4qKgoBon+c/nyZY7H43FffPGFeFlhYSFna2vL9enTh2Gy2mVmZnIikajSsrt373L6+vpcUFAQo1R1FxAQwHl6enLu7u6cg4MD6zg1evXqFWdhYcH5+fmxjlJn0dHRHJ/P527dulVpeXBwMMfn87l///2XUTLpqFO7p8ptHsdRu6cKqN1TPFVs82iYhJzs3r0bN2/eRHR0NOsoUnNzc6uyrG/fvjAzMxPfz5uVgwcPQigUIjQ0VLxMT08PEydORGZmJnJychimq5mLiwuEQmGlZba2tujcuTPz51Va586dQ2pqKmJjY1lHkcpXX32Fv//+W/z39/btW3Bq8qXX69evAaBKr6SFhQX4fD50dXVZxJKKurV7qtzmAdTusUbtnnKoYptHxbAc5OfnY/78+Vi4cKFKfM1WH2/evEF+fn6db9cqb9nZ2bCzs4OxsXGl5c7OzuLfq5u8vDzmz6s0ysrKMGPGDISGhqJz586s40jlu+++g4mJCR4+fIgOHTrA2NgYJiYmmDp1KoqKiljHq5G7uzs4jsOECRNw7do1PHr0CPv378fWrVsRFhamsrc/1pR2T1XaPIDaPZao3VMeVWzzqBiWg2XLlsHQ0BAzZ85kHaXeYmJiIBKJMGbMGKY5cnNzYWlpWWW5paUlOI7D48ePGaSSXXJyMnJycpg/r9LYsmUL/vrrL6xYsYJ1FKndvXsXIpEII0aMgJeXF1JTUzFx4kRs3boVEyZMYB2vRkOGDMGKFStw+vRpdO3aFa1atcJHH32EGTNmYN26dazjVUtT2j1VafMAavdYonZPeVSxzRPWvor24DgOxcXFUq2rp6cHALhz5w7i4uKwf/9+6OjoKDJejWTJ/r5z585h+fLlCAgIQP/+/eUZr84KCgok5tTX1xf/Xl389ttvmDZtGvr06YNx48axjlOj58+fY8mSJVi8eDHMzMxYx5Fafn4+CgoKMGXKFMTExAAARo4ciaKiIiQmJmL58uVo27Yt45TVs7a2Rv/+/eHn5wczMzOkpaUhOjoaFhYWmDp1qkKPra7tnqa1eQC1e6xQu6d8LNs8iZQ+SlmFZWRkcDwer9YfPp/P3b59m+M4jhs6dCjn4eFRaT8sLiSRJfu7bt26xTVu3Jjr3r07l5+fr9Tsktjb23Oenp5Vlv/6668cj8fjEhMTGaSquydPnnBt2rThrK2tudzcXNZxavXpp59ydnZ2lS6EUYcLSezt7Tk+n1/lAqmKi6P27NnDKFntUlJSOENDQ+7x48eVlo8fP54zNjbmnj9/rtDjq2u7p2ltHsdRu8cKtXvKxbrNk4R6ht/RoUMHJCUlSbWupaUl0tPTcfLkSRw+fBgPHjwAUN5bUVJSgoKCAjx48ABmZmZo0KCBAlOXq2v2dz18+BCDBw9Go0aNkJaWBiMjIwUkrBtLS0uJXwnm5uYCAJo3b67sSHX26tUrDB06FK9evcKFCxdgYWHBOlKNfv/9d2zbtg0bNmwQX6jDcRwKCwshEonw4MEDmJiYoFGjRoyTVtW8eXP8+uuvaNasWaXlFWNZX7x4wSKWVLZs2YJu3bpV+bv09fXFrl27kJWVBQ8PD4UdX13bPU1r8wBq91igdk/5WLd5Eim9/NYgSUlJHJ/Pl9gTUfHvhg0bWMes0bNnz7gOHTpwlpaW3B9//ME6jtjcuXM5HR0d7vXr15WWV0zJ8ujRI0bJpFNYWMj17duXMzY25i5fvsw6jlQyMjI4Pp8v8TVd8XoODw9nHVOiBQsWcHw+nzt79myl5enp6RyPx+NSUlLYBJNC+/btud69e1dZfuDAAY7P53MnT55kkKp66t7uqWqbx3HU7rFA7Z7yqWKbR8VwPTx8+JD75ptvqvyYm5tzzs7O3Lfffsvdu3ePdcxqvXnzhnN2duZMTU25rKws1nEqqZhvc/369eJlRUVFXLt27ThXV1eGyWpXWlrK+fr6crq6utyJEydYx5Ha06dPJb6e7e3tOWtra+7bb7/lbty4wTqmRFlZWRyPx+PGjh1baXlgYCCnq6ur0l/V+vj4cPr6+tzdu3crLR85ciQnFApVLrs6t3uq3OZxHLV7LFC7p3yq2ObRHegUwMbGBg4ODip9JyagfKD9t99+i4kTJ8Ld3b3S74yNjTFixAg2wf6/gIAAHDlyBDNnzhTfienKlStIT09Hnz59mGarycyZMxEXFwdfX1/4+/tX+f3HH3/MIJXsBgwYgGfPnqn8nZhCQkKwc+dO+Pv7o3///jh79iwOHTqEyMhIlb5C/Pz58xg4cCDMzMwwbdo0NG7cGEePHsXJkycRGhqKrVu3so4oFXVo91S9zQOo3VMV1O4pjkq2eUovv7WAjY0N5+vryzpGraytrcVfD73/Y2NjwzoeV1RUxEVERHDNmzfnDAwMuF69enGnT59mHatW7u7u1T6vfD6fdbw6c3d35xwdHVnHqFVJSQm3fPlyzsbGhtPT0+Ps7Oy4uLg41rGk8tNPP3HDhg3jmjdvzunp6XEdOnTgVq9ezZWWlrKOJjV1aPdUvc3jOGr3VAW1e4qlam0e9QwTQgghhBCtRTfdIIQQQgghWouKYUIIIYQQorWoGCaEEEIIIVqLimFCCCGEEKK1qBgmhBBCCCFai4phQgghhBCitagYJoQQQgghWouKYUIIIYQQorWoGCaEEEIIIVqLimFCCCGEEKK1qBgmhBBCCCFai4phQgghhBCitf4fmx6uKH+Kiu8AAAAASUVORK5CYII=",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x327d9c810>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#----------------------------------------------------------------------\n",
    "# Plot the progression of histograms to kernels\n",
    "srand(1)\n",
    "N = 20\n",
    "X = hcat(vcat(randn(round(Int, 0.3 * N)),\n",
    "              randn(round(Int, 0.7 * N))+5))\n",
    "X_plot = hcat(linspace(-5, 10, 1000))\n",
    "bins = linspace(-5, 10, 10)\n",
    "\n",
    "fig, ax = plt[:subplots](2, 2, sharex=true, sharey=true)\n",
    "fig[:subplots_adjust](hspace=0.05, wspace=0.05)\n",
    "\n",
    "# histogram 1\n",
    "ax[1, 1][:hist](X[:, 1], bins=bins, fc=\"#AAAAFF\", normed=true)\n",
    "ax[1, 1][:text](-3.5, 0.31, \"Histogram\")\n",
    "\n",
    "# histogram 2\n",
    "ax[1, 2][:hist](X[:, 1], bins=bins + 0.75, fc=\"#AAAAFF\", normed=true)\n",
    "ax[1, 2][:text](-3.5, 0.31, \"Histogram, bins shifted\")\n",
    "\n",
    "# tophat KDE\n",
    "kde = fit!(KernelDensity(kernel=\"tophat\", bandwidth=0.75), X)\n",
    "log_dens = score_samples(kde, X_plot)\n",
    "ax[2, 1][:fill](X_plot[:, 1], exp.(log_dens), fc=\"#AAAAFF\")\n",
    "ax[2, 1][:text](-3.5, 0.31, \"Tophat Kernel Density\")\n",
    "\n",
    "# Gaussian KDE\n",
    "kde = fit!(KernelDensity(kernel=\"gaussian\", bandwidth=0.75), X)\n",
    "log_dens = score_samples(kde, X_plot)\n",
    "ax[2, 2][:fill](X_plot[:, 1], exp.(log_dens), fc=\"#AAAAFF\")\n",
    "ax[2, 2][:text](-3.5, 0.31, \"Gaussian Kernel Density\")\n",
    "\n",
    "for axi in ax[:]\n",
    "    axi[:plot](X[:, 1], zeros(size(X,1)) - 0.01, \"+k\")\n",
    "    axi[:set_xlim](-4, 9)\n",
    "    axi[:set_ylim](-0.02, 0.34)\n",
    "end\n",
    "\n",
    "for axi in ax[:, 1]\n",
    "    axi[:set_ylabel](\"Normalized Density\")\n",
    "end\n",
    "\n",
    "for axi in ax[1, :]\n",
    "    axi[:set_xlabel](\"x\")\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32ce2fd90>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.text.Text object at 0x32d0e8390>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#----------------------------------------------------------------------\n",
    "# Plot all available kernels\n",
    "X_plot = hcat(linspace(-6, 6, 1000))\n",
    "X_src = zeros(1, 1)\n",
    "\n",
    "fig, ax = plt[:subplots](2, 3, sharex=true, sharey=true)\n",
    "fig[:subplots_adjust](left=0.05, right=0.95, hspace=0.05, wspace=0.05)\n",
    "\n",
    "\n",
    "function format_func(x, loc)\n",
    "    if x == 0\n",
    "        return \"0\"\n",
    "    elseif x == 1\n",
    "        return \"h\"\n",
    "    elseif x == -1\n",
    "        return \"-h\"\n",
    "    else\n",
    "        return string(x)\n",
    "    end\n",
    "end\n",
    "\n",
    "for (i, kernel) in enumerate([\"gaussian\", \"tophat\", \"epanechnikov\",\n",
    "                              \"exponential\", \"linear\", \"cosine\"])\n",
    "    axi = ax[i]\n",
    "    log_dens = score_samples(fit!(KernelDensity(kernel=kernel), X_src), X_plot)\n",
    "    axi[:fill](X_plot[:, 1], exp.(log_dens), \"-k\", fc=\"#AAAAFF\")\n",
    "    axi[:text](-2.6, 0.95, kernel)\n",
    "\n",
    "    axi[:xaxis][:set_major_formatter](plt[:FuncFormatter](format_func))\n",
    "    axi[:xaxis][:set_major_locator](plt[:MultipleLocator](1))\n",
    "    axi[:yaxis][:set_major_locator](plt[:NullLocator]())\n",
    "\n",
    "    axi[:set_ylim](0, 1.05)\n",
    "    axi[:set_xlim](-2.9, 2.9)\n",
    "end\n",
    "\n",
    "\n",
    "ax[1, 2][:set_title](\"Available Kernels\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32ce09910>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(-0.02,0.4)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#----------------------------------------------------------------------\n",
    "# Plot a 1D density example\n",
    "N = 100\n",
    "\n",
    "srand(1)\n",
    "X = hcat(vcat(randn(round(Int, 0.3 * N)),\n",
    "              randn(round(Int, 0.7 * N))+5))\n",
    "X_plot = hcat(linspace(-5, 10, 1000))\n",
    "\n",
    "true_dens = (0.3 * pdf(Normal(0, 1), X_plot[:, 1])\n",
    "            + 0.7 * pdf(Normal(5, 1), X_plot[:, 1]))\n",
    "\n",
    "fig, ax = plt[:subplots]()\n",
    "ax[:fill](X_plot[:, 1], true_dens, fc=\"black\", alpha=0.2,\n",
    "          label=\"input distribution\")\n",
    "\n",
    "for kernel in [\"gaussian\", \"tophat\", \"epanechnikov\"]\n",
    "    kde = fit!(KernelDensity(kernel=kernel, bandwidth=0.5), X)\n",
    "    log_dens = score_samples(kde, X_plot)\n",
    "    ax[:plot](X_plot[:, 1], exp.(log_dens), \"-\",\n",
    "              label=\"kernel = $kernel\")\n",
    "end\n",
    "\n",
    "ax[:text](6, 0.38, \"N=$N points\")\n",
    "\n",
    "ax[:legend](loc=\"upper left\")\n",
    "ax[:plot](X[:, 1], -0.005 - 0.01 * rand(size(X, 1)), \"+k\")\n",
    "\n",
    "ax[:set_xlim](-4, 9)\n",
    "ax[:set_ylim](-0.02, 0.4)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.5.1",
   "language": "julia",
   "name": "julia-0.5"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
